{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Example: Bit Pattern Set</h1>\n",
    "\n",
    "The dataset of this demonstration falls into the category of <i>binary classification</i> tasks in the domain of <i>Multiple Instance Learning (MIL)</i> problems. Each bag comprises a collection of bit pattern instances, wheres each instance is a sequence of <b>0s</b> and <b>1s</b>. The positive class has specific bit patterns injected, which are absent in the negative one. This demonstration shows, that <code>Hopfield</code> and <code>HopfieldPooling</code> are capable of learning and filtering each bag with respect to the class-defining bit patterns.\n",
    "\n",
    "This demonstration instructs how to apply <code>Hopfield</code> and <code>HopfieldPooling</code> for an exemplary Multiple Instance Learning problem.\n",
    "\n",
    "<h3 style=\"color:rgb(208,90,80)\">In the chapters <a href=\"#Adapt-Hopfield-based-Network\">Adapt Hopfield-based Network</a> and <a href=\"#Adapt-Hopfield-based-Pooling\">Adapt Hopfield-based Pooling</a> you can explore and try the new functionalities of our new Hopfield layer.</h3>\n",
    "\n",
    "In order to run this notebook, a few modules need to be imported. The installation of third-party modules is <i>not</i> covered here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import general modules used e.g. for plotting.\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import sys\n",
    "import torch\n",
    "\n",
    "# Importing Hopfield-specific modules.\n",
    "from auxiliary.data import BitPatternSet\n",
    "from modules import Hopfield, HopfieldPooling\n",
    "\n",
    "# Import auxiliary modules.\n",
    "from distutils.version import LooseVersion\n",
    "from typing import List, Tuple\n",
    "\n",
    "# Importing PyTorch specific modules.\n",
    "from torch import Tensor\n",
    "from torch.nn import Flatten, Linear, Module, Sequential\n",
    "from torch.nn.functional import binary_cross_entropy_with_logits\n",
    "from torch.nn.utils import clip_grad_norm_\n",
    "from torch.optim import AdamW\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.utils.data.sampler import SubsetRandomSampler\n",
    "\n",
    "# Set plotting style.\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specific minimum versions of Python itself as well as of some used modules is required."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Installed Python version:  3.8.5 (✓)\n",
      "Installed PyTorch version: 1.6.0 (✓)\n"
     ]
    }
   ],
   "source": [
    "python_check = '(\\u2713)' if sys.version_info >= (3, 8) else '(\\u2717)'\n",
    "pytorch_check = '(\\u2713)' if torch.__version__ >= LooseVersion(r'1.5') else '(\\u2717)'\n",
    "\n",
    "print(f'Installed Python version:  {sys.version_info.major}.{sys.version_info.minor}.{sys.version_info.micro} {python_check}')\n",
    "print(f'Installed PyTorch version: {torch.__version__} {pytorch_check}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Create Dataset</h3>\n",
    "\n",
    "The dataset itself falls into the category of <i>binary classification</i> tasks in the domain of <i>Multiple Instance Learning (MIL)</i> problems. Defining arguments are:\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_bags</code></th>\n",
    "        <th>2048</th>\n",
    "        <th>Amount of bags (samples) of the full dataset.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_instances</code></th>\n",
    "        <th>16</th>\n",
    "        <th>Amount of instances <i>per</i> bag (sample).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_signals</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Amount of unique instances indicative for the positive class.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_signals_per_bag</code></th>\n",
    "        <th>1</th>\n",
    "        <th>Amount of signals implanted into one bag of a positive class.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_bits</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Amount of \"bits\" (feature size) per instance.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>...</code></th>\n",
    "        <th>default</th>\n",
    "        <th>The remaining arguments are not explicitly used in this demo.</th>\n",
    "    </tr>\n",
    "</table>\n",
    "\n",
    "Let's define the dataset using previously mentioned properties as well as a logging directory for storing all auxiliary outputs like performance plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "bit_pattern_set = BitPatternSet(\n",
    "    num_bags=2048,\n",
    "    num_instances=16,\n",
    "    num_signals=8,\n",
    "    num_signals_per_bag=1,\n",
    "    num_bits=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_dir = f'resources/'\n",
    "os.makedirs(log_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Create Auxiliaries</h3>\n",
    "\n",
    "Before digging into Hopfield-based networks, a few auxiliary variables and functions need to be defined. This is nothing special with respect to Hopfield-based networks, but rather common preparation work of (almost) every machine learning setting (e.g. definition of a <i>data loader</i> as well as a <i>training loop</i>). We will see, that this comprises the most work of this whole demo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device(r'cuda:0' if torch.cuda.is_available() else r'cpu')\n",
    "\n",
    "# Create data loader of training set.\n",
    "sampler_train = SubsetRandomSampler(list(range(256, 2048 - 256)))\n",
    "data_loader_train = DataLoader(dataset=bit_pattern_set, batch_size=32, sampler=sampler_train)\n",
    "\n",
    "# Create data loader of validation set.\n",
    "sampler_eval = SubsetRandomSampler(list(range(256)) + list(range(2048 - 256, 2048)))\n",
    "data_loader_eval = DataLoader(dataset=bit_pattern_set, batch_size=32, sampler=sampler_eval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_epoch(network: Module,\n",
    "                optimiser: AdamW,\n",
    "                data_loader: DataLoader\n",
    "               ) -> Tuple[float, float]:\n",
    "    \"\"\"\n",
    "    Execute one training epoch.\n",
    "    \n",
    "    :param network: network instance to train\n",
    "    :param optimiser: optimiser instance responsible for updating network parameters\n",
    "    :param data_loader: data loader instance providing training data\n",
    "    :return: tuple comprising training loss as well as accuracy\n",
    "    \"\"\"\n",
    "    network.train()\n",
    "    losses, accuracies = [], []\n",
    "    for sample_data in data_loader:\n",
    "        data, target = sample_data[r'data'], sample_data[r'target']\n",
    "        data, target = data.to(device=device), target.to(device=device)\n",
    "\n",
    "        # Process data by Hopfield-based network.\n",
    "        model_output = network.forward(input=data)\n",
    "\n",
    "        # Update network parameters.\n",
    "        optimiser.zero_grad()\n",
    "        loss = binary_cross_entropy_with_logits(input=model_output, target=target, reduction=r'mean')\n",
    "        loss.backward()\n",
    "        clip_grad_norm_(parameters=network.parameters(), max_norm=1.0, norm_type=2)\n",
    "        optimiser.step()\n",
    "\n",
    "        # Compute performance measures of current model.\n",
    "        accuracy = (model_output.sigmoid().round() == target).to(dtype=torch.float32).mean()\n",
    "        accuracies.append(accuracy.detach().item())\n",
    "        losses.append(loss.detach().item())\n",
    "    \n",
    "    # Report progress of training procedure.\n",
    "    return (sum(losses) / len(losses), sum(accuracies) / len(accuracies))\n",
    "\n",
    "\n",
    "def eval_iter(network: Module,\n",
    "              data_loader: DataLoader\n",
    "             ) -> Tuple[float, float]:\n",
    "    \"\"\"\n",
    "    Evaluate the current model.\n",
    "    \n",
    "    :param network: network instance to evaluate\n",
    "    :param data_loader: data loader instance providing validation data\n",
    "    :return: tuple comprising validation loss as well as accuracy\n",
    "    \"\"\"\n",
    "    network.eval()\n",
    "    with torch.no_grad():\n",
    "        losses, accuracies = [], []\n",
    "        for sample_data in data_loader:\n",
    "            data, target = sample_data[r'data'], sample_data[r'target']\n",
    "            data, target = data.to(device=device), target.to(device=device)\n",
    "\n",
    "            # Process data by Hopfield-based network.\n",
    "            model_output = network.forward(input=data)\n",
    "            loss = binary_cross_entropy_with_logits(input=model_output, target=target, reduction=r'mean')\n",
    "\n",
    "            # Compute performance measures of current model.\n",
    "            accuracy = (model_output.sigmoid().round() == target).to(dtype=torch.float32).mean()\n",
    "            accuracies.append(accuracy.detach().item())\n",
    "            losses.append(loss.detach().item())\n",
    "\n",
    "        # Report progress of validation procedure.\n",
    "        return (sum(losses) / len(losses), sum(accuracies) / len(accuracies))\n",
    "\n",
    "\n",
    "def operate(network: Module,\n",
    "            optimiser: AdamW,\n",
    "            data_loader_train: DataLoader,\n",
    "            data_loader_eval: DataLoader,\n",
    "            num_epochs: int = 1\n",
    "           ) -> Tuple[pd.DataFrame, pd.DataFrame]:\n",
    "    \"\"\"\n",
    "    Train the specified network by gradient descent using backpropagation.\n",
    "    \n",
    "    :param network: network instance to train\n",
    "    :param optimiser: optimiser instance responsible for updating network parameters\n",
    "    :param data_loader_train: data loader instance providing training data\n",
    "    :param data_loader_eval: data loader instance providing validation data\n",
    "    :param num_epochs: amount of epochs to train\n",
    "    :return: data frame comprising training as well as evaluation performance\n",
    "    \"\"\"\n",
    "    losses, accuracies = {r'train': [], r'eval': []}, {r'train': [], r'eval': []}\n",
    "    for epoch in range(num_epochs):\n",
    "        \n",
    "        # Train network.\n",
    "        performance = train_epoch(network, optimiser, data_loader_train)\n",
    "        losses[r'train'].append(performance[0])\n",
    "        accuracies[r'train'].append(performance[1])\n",
    "        \n",
    "        # Evaluate current model.\n",
    "        performance = eval_iter(network, data_loader_eval)\n",
    "        losses[r'eval'].append(performance[0])\n",
    "        accuracies[r'eval'].append(performance[1])\n",
    "    \n",
    "    # Report progress of training and validation procedures.\n",
    "    return pd.DataFrame(losses), pd.DataFrame(accuracies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_seed(seed: int = 42) -> None:\n",
    "    \"\"\"\n",
    "    Set seed for all underlying (pseudo) random number sources.\n",
    "    \n",
    "    :param seed: seed to be used\n",
    "    :return: None\n",
    "    \"\"\"\n",
    "    torch.manual_seed(42)\n",
    "    torch.backends.cudnn.deterministic = True\n",
    "    torch.backends.cudnn.benchmark = False\n",
    "\n",
    "\n",
    "def plot_performance(loss: pd.DataFrame,\n",
    "                     accuracy: pd.DataFrame,\n",
    "                     log_file: str\n",
    "                    ) -> None:\n",
    "    \"\"\"\n",
    "    Plot and save loss and accuracy.\n",
    "    \n",
    "    :param loss: loss to be plotted\n",
    "    :param accuracy: accuracy to be plotted\n",
    "    :param log_file: target file for storing the resulting plot\n",
    "    :return: None\n",
    "    \"\"\"\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(20, 7))\n",
    "    \n",
    "    loss_plot = sns.lineplot(data=loss, ax=ax[0])\n",
    "    loss_plot.set(xlabel=r'Epoch', ylabel=r'Cross-entropy Loss')\n",
    "    \n",
    "    accuracy_plot = sns.lineplot(data=accuracy, ax=ax[1])\n",
    "    accuracy_plot.set(xlabel=r'Epoch', ylabel=r'Accuracy')\n",
    "    \n",
    "    ax[1].yaxis.set_label_position(r'right')\n",
    "    fig.tight_layout()\n",
    "    fig.savefig(log_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Hopfield-based Network</h2>\n",
    "\n",
    "The instantiation of the heart of a Hopfield-based network, the module <code>Hopfield</code>, is rather straightforward. Only <i>one</i> argument, the size of the input, needs to be set.\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>input_size</code></th>\n",
    "        <th>num_bits (8)</th>\n",
    "        <th>Size (depth) of the input (state pattern).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>...</code></th>\n",
    "        <th>default</th>\n",
    "        <th>The remaining arguments are not explicitly used in this example.</th>\n",
    "    </tr>\n",
    "</table>\n",
    "\n",
    "An additional output projection is defined, to downproject the result of <code>Hopfield</code> to the correct output size. Afterwards, everything is wrapped into a container of type <code>torch.nn.Sequential</code> and a corresponding optimiser is defined. Now the Hopfield-based network and all auxiliaries are set up and ready to <i>associate</i>!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield = Hopfield(\n",
    "    input_size=bit_pattern_set.num_bits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield.output_size * bit_pattern_set.num_instances, out_features=1)\n",
    "network = Sequential(hopfield, Flatten(), output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Operate Hopfield-based Network</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_base.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Adapt Hopfield-based Network</h3>\n",
    "<h3 style=\"color:rgb(208,90,80)\">We can now explore the functionality of our Hopfield layer.</h3>\n",
    "\n",
    "As described in the paper the Hopfield layer allows:\n",
    "- association of two sets\n",
    "- multiple updates\n",
    "- variable beta\n",
    "- changing the dimension of the associative space\n",
    "- pattern normalization\n",
    "- static patterns for fixed pattern search\n",
    "\n",
    "This time, additional arguments are set to increase the training as well as the validation performance of the Hopfield-based network.\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>input_size</code></th>\n",
    "        <th>num_bits (8)</th>\n",
    "        <th>Size (depth) of the input (state pattern).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>hidden_size</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Size (depth) of the association space.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_heads</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Amount of parallel association heads.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>update_steps_max</code></th>\n",
    "        <th>3</th>\n",
    "        <th>Number of updates in one Hopfield head.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>scaling</code></th>\n",
    "        <th>0.25</th>\n",
    "        <th>Beta parameter that determines the kind of fixed point.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>dropout</code></th>\n",
    "        <th>0.5</th>\n",
    "        <th>Dropout probability applied on the association matrix.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>...</code></th>\n",
    "        <th>default</th>\n",
    "        <th>The remaining arguments are not explicitly used in this example.</th>\n",
    "    </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield = Hopfield(\n",
    "    input_size=bit_pattern_set.num_bits,\n",
    "    hidden_size=8,\n",
    "    num_heads=8,\n",
    "    update_steps_max=3,\n",
    "    scaling=0.25,\n",
    "    dropout=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield.output_size * bit_pattern_set.num_instances, out_features=1)\n",
    "network = Sequential(hopfield, Flatten(), output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_adapted.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Hopfield-based Pooling</h2>\n",
    "\n",
    "The previous examples manually downprojected the result of <code>Hopfield</code> by applying a linear layer afterwards. It would've also been possible to apply some kind of <i>pooling</i>. Exactly for <i>such</i> use cases, the module <code>HopfieldPooling</code> might be the right choice. Internally, a <i>state pattern</i> is trained, which in turn is used to compute pooling weights with respect to the input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield_pooling = HopfieldPooling(\n",
    "    input_size=bit_pattern_set.num_bits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield_pooling.output_size, out_features=1)\n",
    "network = Sequential(hopfield_pooling, output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Operate Hopfield-based Pooling</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_pooling.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Adapt Hopfield-based Pooling</h3>\n",
    "<h3 style=\"color:rgb(208,90,80)\">We can now again explore the functionality of our Hopfield layer.</h3>\n",
    "\n",
    "Again, additional arguments are set to increase the training as well as the validation performance of the Hopfield-based pooling.\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>input_size</code></th>\n",
    "        <th>num_bits (8)</th>\n",
    "        <th>Size (depth) of the input (state pattern).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>hidden_size</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Size (depth) of the association space.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_heads</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Amount of parallel association heads.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "    <tr>\n",
    "        <th><code>update_steps_max</code></th>\n",
    "        <th>3</th>\n",
    "        <th>Number of updates in one Hopfield head.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>scaling</code></th>\n",
    "        <th>0.25</th>\n",
    "        <th>Beta parameter that determines the kind of fixed point.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>dropout</code></th>\n",
    "        <th>0.5</th>\n",
    "        <th>Dropout probability applied on the association matrix.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>...</code></th>\n",
    "        <th>default</th>\n",
    "        <th>The remaining arguments are not explicitly used in this example.</th>\n",
    "    </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield_pooling = HopfieldPooling(\n",
    "    input_size=bit_pattern_set.num_bits,\n",
    "    hidden_size=8,\n",
    "    num_heads=8,\n",
    "    update_steps_max=3,\n",
    "    scaling=0.25,\n",
    "    dropout=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield_pooling.output_size, out_features=1)\n",
    "network = Sequential(hopfield_pooling, output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3H7PzACy/eDouAcjV5A68hGfj+8Dhwug6eFoVlCVsdxqpqsLKpnJe2tVJZ+TkdFYomgPVGwLASkbR23YTv+efMYbFYgghhBBCzDZnnXUODz/8AIlEAl3X+dzn/oYnnniMK654C48//gdaWppZu/ZMAF5++SU+8pE/58ILL+GFF54DwDCMkzh7MdLI5/mFL3xanqcQQgghJqV6Q7jXXVtYb8zo2Evy3n/F6Nxf2gCWgXPFJTiXlvbJOUVR0GoWYXQdONYpj0lv3YV+8GVwedGqF0z7+CebdChPs/e+aQn/+POX+c5d2/i7D63H7Zz83ZCZ4lx2Idqc5STu/zqJ+7+B7+pPo9UuPmnzEUIIIYQYzwUXXMT+/Xv56EdvwjQNNm48n6uuuhZFUSgrC7Nq1RoURQHgz/7sZv7iLz6C2+1i0aIl1NfPob297SRfgRhu5PM891x5nkIIIYSYnN6yHcXlQ6tZCJD7v4LRdaCkTGRFdeBed92Uzuk5/33g8h3LdMdlRlpQyxtQVA21eiHZ7X/AMrIomnNaz3OyKJZlWSd7EtOttzeGaZ7Yy6quDtLdHQVg28FevnXbFs5fXcefXbOi8Jflk8WM9ZK4/+tYyUG8V3162jKdj9XweyUmJveqdHKvSif3qjRyn0on96p0s+ledXQcoa5u/smexrimktdbqrGuWVUVKisD03qeE2Hk33dPxPOciWdyPGbrz/Bs+nU+28m9Kp3cq9LJvSqd3KvSyb0q3fHeq/jtf48SqMT3lluGtt32RZRQddG28WQPvowarpv2POSpiv3ik2hzz8B7yYfJHtpM6g//je9t/w+txs5sPlE/UzP1d13pUJ4BaxZWct2mJu599jCGaZHVTXoGUtRWeHnvm5cQDrhP6HzUQCW+675A6okfY6UGT+i5hRBCCCGEEEIIIcTpw4xFUHxhFHV6k3QtI4vZ145r3plF29WaRRhHXsOyrAmbNi3TIPXkT3EuOhdt2Jpjk57XNEk99TO0usW4JslRNvs7xlynzIz3ofrL7a8TA1jJQbRKu6it1SxCq1uKZZ4+kV6SoTxDrt+0gPXLa3h1bzdtvXECXgev7evh//34RV7Y2cFYjeHpjEEqo8/IfFR/Ob5rPouz6ewZGV8IIYQQQgghhBBCnN4s0yDz2n2kHv0Olp6Z1rHN/nawDNTK4u5irXYRVjqGFe2e+PhIM2STaA0rpnReRVUxO/dhHHl9wv30lh3Eb/s8mR2PFW3P7n2W+K9uQW/bNTQPKFyH6i/Hd/0XcdQtndK8ZjPpUJ4hqqrw8betLnr3pL03zk9+v4sf3ruTrft7uemq5bhyGcs9/Um++X+vkcoYfPCKZaxfXjMj8zKj3WS2/QH3uTecNrktQgghhDg2k3V5nE5Ow5S3UeR5CiGEEGKmKaqGWjmX9DO/IPngv+O98q9Rpil/2OzNFWJHxFVodUtwzF+HpWcnPn7QLjirZaM7iCej1izCaNk24d+nFI8dHZF55W6cyy5EcbiwjCzpl+8AFLTcQoJa9QK8b/kbtKqmwrGWZWINdh3T3GYj6VCeYcN/COsr/XzhA2fx9gsX8MLOTr75m9cYjGfo7EvwtV+/SjypUx508927t/P9e7YTTUzvOz0A5kAX2e2PkN391LSPLYQQQohTh6pqGMbMfDJqNjIMHVU9eYslzzR5nkIIIYQ4EYy+NrSqJjxv+hhGx34S930NMzU9WcBGpBk0B2pZbdF2rbwB75V/jVbRANgRFWOxYr0AqMGqKZ9bq12ElRzEivWMv0/VfLzXfA4rFSW783EAsjsex4pH8F79GUDBHOxCcftxzFuL4vIWjs1u+wPx334eM3l6RNFKh/IJpqkq121aQH2lnx/dv5Ov/O9msoaJYVh87n3rmFPl58EXj3LvM4fYfaSPD71lOWctrZ6+8zesRKtbSua1+wrvpgghhBDijcfrDRCN9hMOV6Iop3ePgWWZRKN9eL2n3uJ7pZLnKYQQQogTIbvtYfTDrxL40LdR3D6SD/8nmZfuwDOFzOLxaJXzYNVlKGO8aWzpGcyBDtRgFcmH/xPHovNwrby0aB8z1gtODxxDx7RWvxyA7J5ncK9/+6jXzVQUo2UHjnlr0RpXk37tPhwL1pN+7V60xtU4GleReu7X6Puew7HsAhz1y3DMX1c43rHgbNTKuUVF5lOZFJRPkvXLa6gIefivO7YC8Ln3raOx2v5L8XXnN3Hm4ip+8vud/Ped2zhvVS3vu2wpAe/xR1QoioJr/dtJ3v91srufxLX68uMeUwghhBCnnkCgjL6+bjo7W4DZFx+gqirmON0nU6fgcnkIBMqmabzZ50Q8z+l9Jsfj9H+eQgghxGxl9rejhusBcMxdi3PFpehHXsPS0ygO93GN7VxyPs4l54/5WuaVu8lsexi1vBEz0oJzxaWj9tGqF6BozmOKANPK5+BYuIHsnqdxrbsORSsumRrN20j98Yf43v4l3BtuIHHf10g+/n1Ix3FvuKEw/+z2R8hufQhF1YoKymqw6pg6p2crKSifRAvnhPiXm8/FshhVLJ5bE+DvP7SeB54/wn3PHeZIR5QvfvBs/J7jLyo75qxArWpCP7RZCspCCCHEG5SiKFRUzMyaDdOhujpId/f0fHzyjeBEPE95JkIIIYQw+9txNA0VSt3nvMNep2uKxWQrkyD98h241lyJGqrByiQx+1pRK+eN+Wl6tWYRmAZmfzvet/w12T3PYPQcwXPeewr7jFeMLpX7/PehqI5RxWQAvXUHijuAWjkfRVUJvP8/wDLRm7ehVc0HQKtuwrHoPPQDL4zKgT7dnN6fhzsF+D3OcTuPHZrK9Rcs4NPvOZPu/iTfuXMbujE9XSFqRQPmYNe0jCWEEEIIIYQQQgghTm9WKoaVihY6lAEUlw/F4cZM9GP0t5U8Vub135Pd8Rip534FgNF1gMQ9X8Ho3D/m/o6GlTiWbsJ3zWdxzF2LlejH7DpQtI/RdRArHT+GK7OpvjCKJ4CVjmPG+wrbLcvCaNmB1rASRbVLqYrLi+L241x8XtEY7nNvwLFgPVrjqmOex6lACsqngOXzy/mzq1ew+2g/P3tg97Ssau0+51343vGP0zA7IYQQQgghhBBCCHG6M/vbAYoKymCvb5C496ukn/xZSTUryzTRm7ejeIIYR7egt+3GjDTbY1eO3dmruLx4L7kZrW6J/X2ouqhR0sokSdz9T2R2PXEslzZsbgbxO/6B9LO/LGwz+9qwEv0lFYnVQCXeyz+B6gke1zxmOykonyLOW1XH2y9cwPM7OvjVH/aSTB/fKt6qvxzVG5qm2QkhhBBCCCGEEEKI2cTKpkjc/3V7sbphzHgfsd/+LXrrzqkNqKpoc9egljcUbVYUFdcZV2F07iN5eOukwyiqiu/t/4DvXf+M4i8n/dJtGL3NKL5wyYVYNVSDlejH0jP2NcUi9vZA5dSuadTcNJzLLkI//ArZ/S8AYLRuB8DRuPq4xj6dSEH5FHLt+U1cdnYjj7/ayhd++AJPvt6KaR5bt7IZi5B87PvoHfumeZZCCCGEEEIIIYQQ4mQzeo9itO/BjLQUbc9svhNroJPsnqenNJ5WswjfVZ9GDVaPes25eCMA6daJ60zmYBfmQAeKqqH6wrg33ohz+cWYvc3jdiePRQ3Za0eY0W4ArFiPvX0aFr5znfEWtPplpB7/AZmdj6NWL8B15rXHXaw+nUhB+RSiKArvu3wpf/ehs6kp9/I/D+3hO3dtO7YIDFVDP/ACZs/haZ+nEEIIIYQQQgghhDi5zN5msEwUXxi9bVdhu1rVBICVmtpiu2YsgmVkx3xNcbpR/BVkIxPnKKee+zWJu79S6Cx2LtyAc+kmzP52tCksZJcvKFu52It8F7YyDUVfxeHGe9Wn0eadQfqZ/8Vo2417w7uOe9zTiRSUT0GL5pTxhfefxdsuWMBr+3rYcqB38oNGULwhcLhlYT4hhBBCCCGEEEKI05AZaQa3n8wrd5P8w38XFqxzrXozjqWbRnUuTyb5+2+Qeuz7476uhuvJ9rSOP5+BToyjr+NccwWKwzX0QiaF4vahVjSWPBe1Yi6+d/0zWoOda2xFe0B1oPjKSh5jIorDhfeKT+BYsgnlNM9DPhZSUD5FKYrC1RvnU1/p4/8e20dWN6d8vDoiwFwIIYQQQgghhBBCnB6M3ma0irm4zn4rpOMkH/8Bqed+jZVJ4qhbhlo1f9yO45EsU8cc7B61IN9wjoXn4F181vjzyRWwHXPXFG1XPAG8V30ax6LzSpoL2AVfrWLuUGHa7UdrWIGiTF+pU1EdeC75CK6Vl07bmKcLKSifwhyayo1vXkJXX5JHNzdP+Xg1VIOVy5oRQgghhBBCCCGEONXobbswE/0nexonnX7kdaxMsvC9ZZmYkRbUyrloVU04Fp+H0bwV/cCLoKg4l1+E7y23oGjOksY3B7vAMiYsKLtWXELFRe8Zf4yBdgDUsrpRr2lV81HUqZUpM1sfIv3KPQC4z7wG31WfntLxpVAUZdrHPB1IQfkUt3phJWcsquTe5w4zEEsXvZbJGtzx5AHueuog6Ywx6lglWI052I1lTa27WQghhBBCCCGEEOJks0yT5P1fJ3HHl072VE4qc7Cb5MPfIvXHHw5t1DM4F2/EkYuEcK9/J4ovjPu896A43QBYegazxBxls78DYMKCsmXqZLqOYCYHxxmjHcUXRnF5SzrnZIyOfej7n7fPXWKntZgeUlA+Dbz3zUvQdZP/vnMbr+3rxjBNjnRE+cefv8zvnz/Cfc8d5u9//CKv7SvuRnYuuxDvlX8Nx7CmnxBCCCGEEEIIIcRJlWuQs5IDWNaxFzfMwS6iP7yJ1HO/nq6ZnVBGxP7Uun50a2Gb4vTguegmHPPPBEANVeN//3/gXHJ+YZ/4bz9P+oX/K+kcZn+uuzg8urs4z0oM0vKjv0E/tHnM17WaxTiXX1zS+UqhhGowoz1YeobYTz9K+vUHpm1sMTEpKJ8Gait8/MlbltMzmOLbd2zjM999jq/872ZSGYO/ec8ZfP79Z+Fxa3z7jm3c9sf9heO0ikYcjaun/JECIYQQQgghhBBCzD6WaZLZ8gB6685jOj6z4zH0tl1jbH8UvX3P8U5v2imaA/eFNwFgDXRMur+lZ0i98FuMroNF2/PrS2W3PzLlOViWRXrzXYV84JNBcXpykzGwMgkAzIEOzFhv8X4j8oXV8jmYvaXO20KtnIvi8o0/D385itNTKD6P5Fp5Ke71by/xfJNTQzVg6hhdB8CyUL2yeN6JIpXE08QFa+v5t4+fzyfesYYFdSE2rannnz68gdULKlk6N8yXbjqHc1fW8ujmFqKJDACWniaz5QGMzv2TjC6EEEIIIYQQQojZzDJ0Uo9/n/SLt5F+7ldTP94yST/7C5K//+aI7RbpZ3+JvvfZUdtTT/0MvWX7cc37eJiDXZC1c4NLmYeVjpPd+iCZnY8VjzOs8DrVTmcr2k3m1XtIPfbdKR03nRwNK/Fe9wXU8kbMWB8A6RdvG/UsR1IrGjH7WrHM0TGpI7nPvBb/O/95wn0URcFZOWfMgrKVTWN0H8bSM5Oeq1RqqBoAo223ff5A5bSNLSYmBeXTiKaqnLW0mk++ay03XbUcv2coWN2hqVy7cT66YfL01twvbEUj/dLv0Ju3naQZCyGEEEIIIYQQ4nhZ2RTJh7+FfvAlHIs34r3qb6Y+RtwuRLo3fbB4ezoGgFrRULw9FSW7+0n0I6+RPfzKMc78+OhHt5B+4bfg9GD0HB53PzMxgJVJoPrLUcvqsEZk/FrRnqGvc9dbKqPrAACus6ev83aqjEgrWs1C/Dd8BS33nIzeZtTKuRMep1XOA1PHnKS727KsktffclU2jDme0XOYxF1fxujYW9I4pVBDNfbYua56NVh1zGMNxDP8+29fpy+annxnoD+W5t9/+/qo9czeKKSg/AbSUB1g+bwwf3y1FdO0UDQHir+i8NEOIYQQQgghhBDiZEq/dDupp39+sqdxykk+9n2M1h14Lv4w3jd9DPUYOjWHMnKLF12zonb3bnb/CyO220XY7M7HST3xY6zU1Aqx08GK94HqwP/eb+C5+CNj72NZJB/4JsnHvgfkunJH1EHMWGRo/ynWSIzOA+Bw4Wg6a4qznx5WNk3i9r8n8/rvATDjfViZJFa0G7Vi4oJy/nWzt3nUa0b3YeK3fZHY//4VsZ99jNiP/ozsiC71sTgr52BFe0d1Ihd+vsrGz2CeKiVQieeSm1FyhWXFX37MY23Z38OOQxEOtA6UtP+2A73sOBRhf4n7n26koPwG86azGukdTLH1gP0HghqqwYx2T3KUEEIIIYQQQggx8zK7/ojZP3kWriimVTTg3vg+nMsuxIz3kXr654XO2VLlC37J+79WVAzMx0GY3YfG3O659KOQTZF+7b7jvYwpM+N9KP5yVG8IRVHGjKuwkgOYkRYcDSsBuw5iRXuwzKGOWyvWA26/PeZUC8pdB8EwyGy+67gWBjxWZl8L+Xzj7O6niP/qFvSjWwDQJulQVsP1KP4KLL24y9boOkji/q9h6WkcC8/BufQCnKuvQGtcNel83HWL0OYsx0rHi+fZ3w6aCyVQMbULnICiajiXbkJxee38Zs05+UHj2N9iF4YH4qVFchzuiAKM6mju6kvw2e8+S3d/8pjncipwnOwJiBPrzCVVhAMuHn+1hTOXVKGGqtGPvH6ypyWEEEIIIYQQ4g3OsiwwjUk/pi9Gc2+4ofC1ojnJ7noCNVSLVrOo5DGG595asV6UXKeyFRsWBxGPoOQ6TPPbHXPX4lx6Adkdj+FafRlqsPq4rmUqrHgE1V+OZZok7vtXHA2rRi36VuiMzXXjKqEaMA37WnIRCZ5LPoKVipHd/dSU5m9ZFmqgAivWS+b1+3GuuQLFG5qmqyuNkesu1irmYRl2MTSz9SGASTuUFc1B4P3/MWq7Gq7DMe9M3Oe9B3WKXb++JWfjCy8dtd3sb0cN141aGPB46S07UMNz8N/4b8c1zr6WfoDCumPDJVI6Pk9xCfVwhx2b0h8r3v9g+yC9g2kOd0SpDnuPa06zmXQov8E4NJVLzmxg+6EInZEESrAGKzmIlU2d7KkJIYQQQgghhHgDs1JRyKbIbv8DRmT0R/DF2MxYL0ZfWyHjVvEEUPzlU76HrnXX4drw7sKYBcO6Ps1ob/HXTg+4fHZ+sKKQ2fLQcVzJ1OU7lBXVLm/pLaPXiBoZ5eFoOgvfu/4FxR8u7KMGq9GqF+C58E/QaheXfH5FUfBe/gk8F/0pMH5chqVn0Ju3YaaiJY89nN6+Z9y4CTPSDE4PSrASNTwHxV+O2XMYrX5ZyYvU5Rfly+57DjPWi+Ly4X3zn0+5mDx8PCuTKJ5nf/u0xl3k6Yc2k375dhRVO+YxBuMZOvuSha+Ha+2O8Vf/+VShgxlAN0yau+yIl5Edyvnv+wZP7zqbFJTfgC46cw6aqvDYqy04GlfZf2CchI9lCCGEEEIIIYQQecOLcWbP0ZM4k1NLdufjJO74fzAswkGtmDtmLu5EVH85zkUbADCHLVLnWvkm/O/9JmB3Luc5l2zEc8GHUBQFNVCB1rBqzILuTHI0rkHLRVk4GlbZsRxjRS04XIV8XdUbQqtoQFHtjlMzMUDqqZ9j9Byxi/NdB0s+v5kYwNIzhQzf8eIyzMEukg/+O0bLjpLHbu2OkdXtZ5rd9gipZ3+BOWIxQbDzj9WKRhRFRVEUtIZV4PbjveZvURRl0vNk9zxN7Kcfs/PL//jDQhbz8Yj/7u9IPfO/he8ty0QN16PVLTnusUdSgtWQjpPZ+uAxj7EvVyxWFYXBRLbotbbeBJYFr+0biott7Y6jG3YdrX/EonyRQfv7yIhCs2VZHO2MnpRYlJkgBeU3oHDAzYYVtTz1ehtR7xzcZ16N4jp92/CFEEIIIYQQQsx+w4tx5sAbI0fZiLQWFW+PaYzeZrszVRv6SL5W0YjZ34Zl6EX7FXUeD2NlU6Se+pm9yJ2iFhWOLdNECZSDohQdr9Uswrnk/ML3nvPei+/6Lx7XtUyV54IP4lp+sT2fxlVgWeitO4v2UZwetDkriqIWUi/8ttDxaw52kt39BFZygPTmO0n+4dvjnk9v211UsE4/9yvit/89ai46wxwce42q/M+20VpaQTmR0vnyz17m6a1t6M1bcSw+D/QMmVfvHbWv4g3hqF9e+N7RuArSccyewyWdS/GFwdTJvH4/joUbcG98X0nHTUQNVhVFqCiKiu+qv8G1+vLjHnskxekCwOxrn2TP8e1v7cehqSxsCI3qUM4XjHccGlq48VAu7mJ+XXBUh3Ik15kcGdGhvOdoP1/+2ct0RIo7t09VUlB+g7r+giYM0+L3zx5Gb9leyNwRQgghhBBCCCFOBjU8B9cZV6MEKouKUaezxO1/R/w3nzmuMcyI3aE6nFo5F0wDc8C+j5aeIXHPP2N0Hxp7jP4OsrufxEwO2pEJsaHiWfxXnyLz8p241r8Dbc5Q4TKz8/GiWoIarkP1hUeNnT38Ksk//nDaOzOtbApzsBvLtIvmWs1CcHow2nYX7ec+55343nJL0Tb9yKvoR1+3x8kV9JVAlb1gX7yvaPHBPDMWIXn/10jc/43CNqP7IFrVfJRcB7QZHSfyIldozu55uujejicSTWGYFl2RBKmnfo6+/wWcyy8iu+uPo7qgvZd/AveGdxW+1+bYHdtmX+uk5wFQq5vA7ce58k143vTnRW9MHCs1XI/Z316IYbGyqaI3N6aTliumOxasP+Yx9rcM0FQfpCLoZnBEhvJALiP5aFesUGw+3B7F73GwpKGMvpEdytGxO5Tbeu03Ijyu02M5Oykov0HVlvu4YG09T2xpI/GH75Dd9ceTPSUhhBBCCCGEEG9gWnUT7nPfjVY57w1RULYyyeMfIxXDivehVc4r2q7NWYHnsr9E9VcA2MVTPYPi9GLpGYzO/UX7m/1tgF0I9L3jy3gu/rA9fjaNlRwElxf3uutwzFlRmHv6mf9Fby6OuEi/cjep535dPMdEP/q+5zByBdyRjL42Yr/+NMk//mhK12607yb+f5/F7DkCgKI60KoXFHW3W6Y5ZiFTDVYXuonzXddqoBI1H10xRte44i/HMX8dZu8RjK4DdtxFtMcuZAOuddfjXHjOmHMdXgQ2ug4Uvs7uf4HoT24elY+cL2Jagx1Y8Qha42pcZ78NVI30y3cMXV82XSioF67NV0bgwz/GsfSCMecy6l54ggQ++F92fIk6PWVCNVwPesbueAcy2x4h9tOPjVmoP15aRSOBj/wEx7y1x3R8JmtwuCPKksYyQn7XqA7lgViafHLIzsP2mwGHOwZpqg9RHnSTzhgk00PPoJChPKKg3N2fxOlQKQu4jmmes40UlN/Arju/CUVR6KMMc6DzZE9HCCGEEEIIIcQbmN62y164K1yPOdCJNSwT+HSU7yB1LN54zGPkF95TK+cWbVd9YZwLz0Fx+wHI7n0OxRdGm7OC9OY7Sdz3VeL7Ng/Npb8dFBU1VIPqCRYKi8OLreZAZ6Grd2h7RdF5rVgv2b3PFJ5d6smfAKCU1ZF+6XeFxd+Gy+5+EivWi9G5b0rXbsbsYqXiG1o4znvFJ/FePdTxbfa1EvvpR9GPvFZ8f0I1hSKvFe1F8QRRnG7UYLW9bYwsZEVR8Fz6URRviPSLt2HmspbVGnsRP9fKS3HMO3PsuUa7UMsbQHUUFZT1w6+CkSWz49Gi/fMxC2WD9r6OxlWovjCuNVditO0qxG5ktj9C7Gd/gaUXFy8VzVFSfnJh/+NY0G4s+QUQ8x3xZn87iq8MxTEzxdSx5p/OGNzx5AHiqewYRww51D6IYVosaQgT8rlIZQwy2aGf0/5Ymvm1QfweBzsOR8jqBq3dcZrqgoSDbmCoeJzVTQbjGRyaQn8sjTHs97Ce/hRVZR7UKTyX2UwKym9gFSEPl65rYG8sgN595LQJBhdCCCGEEEIIcepJPf4D0q8/gHPZRXiv/dzJns6My8dFuM9553GNo9UtHRV5AaAffo3MzscxU1GM5m04Fm9EUVXc665DDdXS98RvCvuaAx0ooWoUzUH24Msk7vsalmlgxXJxEMEqsnueJvnwt+2u39z2fHZwYS6NqyGTwOw5hBnrJbvnaaxUFPc578TsayO795nR9yGXK2wlB6dUl7DiEVAUFF9ZYZvi8hYVUs3+drBMFH9x4VsN1UAmgZWKYcZ7UXKF8fEW10u3HyB+9z9hxiO4znorRvse0q/cCYqGVjXfPiYWIbP/Be58fA/NXbHi85U34pi/DrVqfqEQbZkmeu7a7XiIoWsfyHXJ1mUOo4RqCp3TrjOvxf+er6O4/RimyeGdOzE9ZSgOd8n37UTQqprsbObcNZkDHYUi84nyzLZ2fv/8EV7ePXYMSV5+Qb7FuQ5loCj2oj+eoTzoZkVTBTsP93G0K4ZhWjTVBSkP5ArKuTcA8v+fXxfEsqA/OjRO90CSqrLTZ/0yKSi/wV2zcT7tVhVKJmb/ZiyEEEIIIYQQQpxglp7GSvSjhqpRw3U46pZO28fvZyvHgrPxXPZx9NYdx7yukWPOCnzXf3Gc7OLNZF69F/3Ai2AZhQX0FLcf58pLyXQdLnQ4m/3tqGV1AFjpOEb7bqxEP2Z0qENZCVSAZRRtVwKVRefUGlYCCnrLdrL7nwfAuXgjjgXrUWsWktl8V1E3rZnox4y0oHhDkE1BpvQFy8x4P4ovXNSdaulp4nf9I5ntdsdvPkNaDdcVHauE7E5kc7AL15orcZ31Vnu7J2gv4Jfr7M6Lbn8Ks+eo3fm94mKUslrM3ma0hhWFrlujYy/px7/P5ld28NKu4k+Be857D+4N70KrWYTRfRjL1DF7j0A6jlq7GLIprER/Yf/+aBoVk3lWK46GVUPzdrpRXF6sTJLY3f9CWfQA3UrxM5gNFJcX/3u+jnPhOViWhdl96IQWlC3L4onX7E8AHGwbnHDf/a0D1Ff6CHidhHz2s4wmhrqaB2IZwgE3q5rK6YumeX67HanSVGdHXoD9vAD6cgvxLW6w3+QYHnvR3Z+iOuyZjsubFU7v353FpEJ+F4EGO+/HyOUOCSGEEEKIyd13331cffXVXHHFFfzqV78qem3Xrl289a1vLfx34YUXcu211wJw1113ccEFFxReu/XWW0/G9IUQYlbJ59mqoRos0yT9yj3oR7ee5FmNL735LlLP/aoov9bS0yT/+EPSr95b0hiqN4Rj7hmkn/rZqEiG1HO/JrPjsUnHMGORwsJnI2kVc3PF3x60uqVow2IxHIvOBUVF32cXfd3nvBPXmivteeW6js1oD1ZqEBQNxVeOGshtj/VixXpB1Yq6g8HO41Wr5mG07EDf9xxa7RLUUA2KouA+9z0oLm8hLgPAaLE7dJ3LLiqcs1RWPILiLy/apjjcWMlBjI699nj97SiByqIO3u/dvZ3dsXI7viJYhaNxNc6ms+zjFQXftX+Lc+mmofOYBvEdz+CYdwaK24+iOvC/7R8IfvTn+IbFa+S7iKvUaCGyAuwFEc3EAJZl4VhwNq5114Kho+eu3bXyTYW55vXHMzgxeDS5Gmv+GLnMpoFhGPjVDC3ZcMn37ERSnPY9z257GAC1rPaEnXtfywCtPXGcDnXCgrJpWexvGWBJYxig0KGc7xDP6iaxZJaygItVTXYX+9Nb2wn6nFSE3IXIi/zzzi/Et2hOWe57u8AcT2VJpvXTqkP59FhaUByXmgVLebVtPstTGiful7cQQgghxKmrs7OTW2+9lTvvvBOXy8V73/tezj33XBYvtnMUV6xYwT333ANAMpnkhhtu4Mtf/jIA27dv5/Of/3yhwCyEEGIoYkAN1aCoKtkdj2I1nX3MC23NJMuyyLxq/x7vXLoJraoJKx0n8dCtmJ37QVFxLr1gVL7wyDHSz/4Sx6INKIHKomKiZehktz8CgGvVm8cfwzSI//Zvca66DM957xn1ulphF5Adc9einVv8uuoN4Vu0juT+53FteBeO+euGXst1HVuxXtxnvRXX2qtQVBUlmN/eg1q9AOfqK1CU0X2KjsbVZF7/PQDuCz40tL1+Gdq7/qWo81xv3YHiCULjGfD6/Tz+zFYe72zjmo1NXLB24o5Wxe1DDY7uztVqFhVyivOZ3HmpjM7Lu7swzGrWvON8rEySzM7HcTSuQc11LVuWBek4iicA2JEcRrwfz6bzh527uIMZhrqeK9UoPbGhqAOj6wDJ+7+O95rP4WhYiaN+mb29bRdq5Vy0+uX2XAc6oGElYC8El8bJI6m1XBpsYmQZUvEEaDvjo+x44LdsTy/kkgnv1MnlXHYhViaJ8ziywqfqiddb8bo1LlnXwEMvHCWR0vF5RpdA23viJNI6SxrtAnDI5wQgmisoD8TtAnE44KYq7KW23EtnX5Ll88rtN0mcGj63o9CJHMl1KC/KdShHBu3tPf32dulQFqeVpQtq+J/4xexMVk2+sxBCCCGE4LnnnuO8884jHA7j8/m48soreeihh8bc9wc/+AHnnHMO69evB2Dbtm3cddddXHfddXzmM59hYGDgRE5dCCFmJWtYhzKQW5ivfaJDThoraf++7VxzJVpVE2a8j/idX8bsPoz7gj/Be90XJiwmg12Uze58bNgihB2F18xcDIVr/TsmHMMc7AQjizZGfjIMLdRndO4fc4G28IXvxvPmj2P2tZPZ+ThWLm4inyec7xbORzrkC81mtBfnwnPGLGIDOFdfjnP1FaA6cC7cUPSaoqqY/R1k9z4L2MVu17pr+doDXXx14HruOeCldzDNriOTR3J6L/tLPBf92ajtWs0irFgvZqIfK50oKigP5gqF+1v6yR58mczWh0g/878YvUeJJbM8s7Wd5375Pfr+55P83Q+f5/YnDtC35UlUTwDH3Inf3FDcAbKKiyotWohAgOFvltgFZ6PnCHrLdrxX/jXeyz6B4i/Hueoy1PCcwjEDsQwXBA5TrQ4yMKw4PdxgRuHh1Bm0xp1FHdHjSaR0PvvdZ9l+qHfSfaeT4vbjXv/2QoH+eGT10Ys6jhRNZNi8u4vzV9WzYn45FnCoY+wu5aOddtZ1U30IgOCIDOX8vQ8H7O0rF9i/NprqgoUxyoPuoYJyNI3f4yAccOF2aYUCc3d/EoDq8OnToSwFZUF12EttUCGyf/vJnooQQgghxCmhq6uL6urqwvc1NTV0dnaO2i8ajXLbbbfxiU98orCturqaj3/849x7773U19fzT//0TydkzkIIMZsp/rDdJZvr/FTL6oq6dmcTM5d37Jh/JgCZV+/BivbgfcstuFZeiqNuCZZlYaXj446Rz0zWKhoL15pflC3fXTs8dmHsebQAjLkgH9hdyACZV+4Z83XPnMU46pZgtGwn/cz/Ypl2sU5xuFE8QaxYL4kH/o3MVjuyQHF67CzkYCVG537M5NhFOtUXxnP++/C/9+tjFhEzWx4g9dTPMKPdOBefh2P1FRztSbN41Qr+45OXsrA+WOjsHM9Ei/dpNblYz64DBG78Ju7z3lt4bTBuZ+MOJrLEX3uw0GluesP8w09e5KcP7OJozIlTMWnwZ3noxaMcPdJKb/lqFM054ZwURaGfEFVqrDjyYrDLjg3x2wX59Oa7SD/7SxSHC7WsFkVR8Gz6AI45ywvXlo4N8k7X06x3Hxy3WDw85/doZ3TCuQEcbB+gdzA9aabwbNXVn+Qvb32K53d0TLjfs9s60A2LS9bNYWGuUDzeNTd3x3BoCnUVdqHX7dRwu7TCz0l/rqBc5rejLdYssJ/hgjmhwhjhoLvwjPoG05QHPSiKQsWwQnP3gF1QlsgLcVpRFIW3VBzhrL4nMBLnoY3IQBJCCCGEEMVM0yzq9rIsa8zur3vvvZfLLruMysqhj+R+5zvfKXz9kY98hMsvv3zK56+sPP4un2NRXR2cfCch92kK5F6V7rS/V9WXwXmXFb7tb2wisucpKgIKmndqv+fN9L3q399FEqhZugLNGyR9/rUoF70dV9VQYbfzrv/AiEao/+A/j/nnQ9/uLlIo1CxdTjTVSe+OR6nw6jiCFXQNHCUNaPseo3zTu9D8Y/8bPbKjk5SiUrtkGYpj7GJn6CP/juYN4AiNfU+CqRbaXvgNisNF7dyhDtnADZ9D84dp+cFfE5y/nIr8PX3fF7CMLIe+diPhC2+g4qKxu5QBGOc56Fd8gOYDL5B+4BtUXfMXGDXLsYALtC34j7RRV93I3qN9Ez7HTE8LrT//AjVv/Wv8S9YXvWaGV3H4fgeeRMfQvHP2dwwVXhOuCoIcBKDTCNIfO8ItN67jvIr5dPzmWT573RzM+lX81b8abPLXcPYkP1eWZXFHZj5Z3SCe0gmFfbidGp3pCGa4GtPhoLLMi2PhSvqeeB3j8W9T++4voCgKejRCprsZ38IziCezzFfaULHYk62nAWXMe2GgoKoKpmnRE8tM+nPfvcV+gyalW9P6a6StJ0ZdhR9VHfo5n4lfgzuaB9ANi988uo8Lz5pLeWh0fIRpWjy9rZ1VCys5c6Xdmd5YE6ClJz7mnDr7ksyrC1FXO/RrrCLoIW2YVFcHMfbaXfqL5ldQHvJwWVWAigof65bWFK63virAq3u6qK4OMpjMUlflp7o6SF2ln8FklurqILG0QcDrZP7c4szvU/n3dSkoCwCCDYtg9xP0HtpLzaoxAt+FEEIIIURBXV0dmzdvLnzf3d1NTU3NqP0effRRPvaxjxW+j0aj3HHHHdx0002A/Y9PTdNGHTeZ3t4Ypjl+d9ZMqK4O0t09eQfUG53cp9LJvSrdG+FemdEeFF8YRbPLFLrD/mh594F9aLWLSx5nrHtlDnaDAmqwepyjJpjXYDeoaiHuAcAIzse1/h1EYkAsCloVWMCw8+oVi0nv/B86Nj+No2ndqHGTzftRQjX0DugYgbm4zria3kgcNeXEmHsOjkSKwZcfIFu/DkfdkjHnlmjejxqup6cvBaTGvgC1EtLFc8urrg7S12t3blp6pvi+eediDnSDZZLUhu6pZWQxOvcDFin1WH8uXThXX07m9d/T8et/Ivnu7wEQ6D9A/7Y9+MPvp6c/SWfXIFbPYXC40MobMJODdve0043e0oKVTjCYhMQYc/Df+E2SzVs5/P1P4bvuCyguHwDN7fb1aqrC0bibVQCKxlPbI7icKssbQoXO347/+wr+99+KJxCiI+6Y9FoHYml+H13FvNoApGLsP9xLTdhLsrsNy1vJX37jcd55ySIurbffeEjsf4WeHjtyIf3qA2Q230Xgz35Ax4DOcmc7huamxaqhtWNwzHN39sQI+py4HRq7DvZOOr8dB+ziaHtXdNp+P3l2Wzs/+f0urtk4n3devAiYud+vdu7vRlMVUhmD//q/V/n429eM2ucPLzfT3hPnuo3zC3OYXxtg64FeuroGR725c7B1gNULKorm6/NodEcSdHdHaekYQFEgk8zQnbZ/LuZV+ujtjRX29zhV+qIpOjoH6IokmFftp7s7it/j4GDrAN3dUZrbB6ks8xSd50T9vq6qyow0IkjkhQCgYdkKAHoP7zvJMxFCCCGEmP3OP/98nn/+eSKRCMlkkkceeYSLLrqoaB/LstixYwfr1g0VEnw+Hz/+8Y/ZsmULAL/85S+PqUNZCCFOJ5ZpEv/t35LZfGdhm1rdhPv896MMK+Qeq/jvvkj8N589tmP/77PEf/3pom1a7WLcZ10/4XHO5RehltWRful3hSiJ4YxIcyH7WKuch/vcd6P6wgA45q7BdfZbATtreTyKw41avXAqlzNKfkE4x6Jzi7brbbtJPvpdgKJievrF20je/3X7/MfxbFxnXA3YecuJlF2oM30VWLFeKkIedMMiFk2SuO+rZHc8DthZ0MnH7DlZcTtjWfWXjzG6vd3sPWq/IeAcihkYiKVRgBXzyzk46M5ttdhyIMLK+RU4HZqdIe1wo1bORXH5CAdd9OYiCybS1ptAw+Ccegsn+lCOsuYk6a0lo5u0dMXQqhfY92DYz1A+59kc6KQ/lmGZs41MxRKCfk8hdmGkWDJL0OtiXm2gpMiLw7kc4fHGm6qDbYP8z0N7cDlVHnzhKEc6ZrY42twdY06Vn7de0MTmPd28sqer6PWdhyP89vH9rFtSxYaVtYXtC+eUEU1k6R4oftNlMJ5hIJ5hbk1xsTXkcxUylPtjGUJ+V1H39UjlAReWBb0DKWLJbKFzuiLoZjCeQTdMugdSVJedPgvygRSURU5NTSURK4jRc/hkT0UIIYQQYtarra3llltu4UMf+hBve9vbuPbaa1m7di0333wz27ZtAyASieB0OnG73YXjNE3jW9/6Fl/+8pe56qqr2LFjB5/97LEVOYQQ4nRhJfrANFBCQ5/0UH1hXKsvH7dgWCozOQhGFte6645tAKddBMrnIVuGTnbvM5ixiReNU1QN14YbMPvbyO59ZtTr7nPfg3P1UMSH0duM0XMYI9JMdu8zKB77o/BmdPwF1LyXfRzPxaMXpZsKRVUJ/OkP8Fx6c9F2s/coZvchANRAVWF78dfHXlBW3H4CN30P93nvJZ7U7W2BCqzkIBU+u1Q10HYQ9AxqRQMA1kAHxtEt6G27MeN99jG5IvxIRvchsjses3+uhnWlDiay+L1Ols0Ls3/QXmhNr1xE72CKMxZX5u6Jg8D7/wPfO/4RxemmPOCmd2CcDvBh2nriLHJ0cdHR7zHf0VPI1fW/9e9pmXsVAF19SRSXl8BN38N19tsKx6pluYJyfzuJ7jaqtBhqw0rCATcD8fEzlIM+J/Nqg3T3p0ik9HHnNhDPEBlMoyoKfSUs4DeZvmiab9+5lXDAxT/+6QYCPic/e2AXumEe99jjaemKMbcmwJUb5jGvNsAvHtnLriN9GKZJV1+C7929nfpKHx+5diXqsGe+aE4+R7l4EeSWbrvLuHFkQdnvIhofWpQvHHAzkXDQfv1grvu9Ivd9RciDhb1QX+9AkqrTaEE+kIKyyFEUhZi3nkCqY8JweyGEEEIIYbvuuuu4//77efjhh7n5Zvsf4j/60Y9Ys8b+CGZlZSXPPvvsqOPWr1/PXXfdxYMPPsj3vvc9gsFTNz9PCCGmgzlodxqqoeLoIL1tN9nDr5Q8jt68lcT+4v2N1h0AOOavw4xFsDKJKc3N+5ZbCnMBu+CXeuLHGB17Jz3W0XQWau1iMpvvwtKLi3jOprNwzFlR+D715E9Iv3Q7+sHNpJ78CYrDheIOjNuhbKViWJY5Zj7zVClON4panIiqBIeKxUqgYtKvj+m8Li+KqhHPdSg7QnYkSaXTLt5n2vbb2+edAYBz1WUo/nLSL92GFYugeIIoDtc4Y9sRFxjZou2D8QxlfhdLGsN0GSH65l7ElnL7k0JrFw0VyxW3H0WxS2bluUXXDHPiYmlbb5yYw87irVKjRZ3A3f12h3NnX2Lo2pWhkpxaVgsomP0d9KfgwcQZeBesoyzgHrejOJrIFArKAM1d43cIH8l1Jy+bFyaa65qdjGVZPPTiUQbixefXDZPv3rWNVNrgk+9cS22Fjw9esZSjXTEefunopOMei2giQ38sQ2N1AIem8mdXryCrG3zzN6/xqf96hq//+jUA/uqda/C6i3+WG6r9uJwqB1uLF+Zr7hqnoOxzEU1mMU2LgViasH/sn7G88nxBuXVkQdn+/6G2QXTDoloKyuK0VbeC5myYjmFZMEIIIYQQQgghxEwaKigXZxxndz9J6smfYhnjd17mWaZB8sH/oOO3/4plDu2vt+wAtx8lUEH8ts+Tee3+kudldO63C5JOT6EwbUaa7blWzp30eEVR8Jz7Hlxrr4RhxUOjYx+ZXU8UXZcarsfsb8foOoBa3oji9KAEK8fthE7+8Qck7/taydcyVflOZOfaq4qKtmpwWNFVG3shwKnKd9a6wvbzD2PXJNTIITtX228XrhWHC/fZb8fsOkh29xMoE3SvK6EatDkr8Lz540XbB+N2hEFTXZC04uUFz0U836oxvzZYKAyOFA66sSy7WzXPsizuffYQLV1D9ZP2njje8hoUb4gNnoP0R1NkD7xE7JefIt5jL4jXH8uQzoyOQFEcLpRgFWZ/O91pF4/r6/BV1VEWcDEwTkdxNGFHXsyvtQuiRzrHr+Ucbo+iAGcsrsKi+FrG0xFJcNsf9/PQi0eKtm8/GOFA2yAfvHJpoRh79rIazl5WzT3PHObepw/QU0JEyFTk73M+nmJebZB//8tN/OXbV3Pm4ipcDpU/f9tqasp9o47VVJWmulChg3j4mGUBFyFfccE45LcjLGLJLP2xNGWTdCiXB0Z0KOciL8qD9v/3NvcDSOSFOH1VnXMlP4tdwp7mwcl3FkIIIYQQQgghpoE12A2KVigc5jkXnwfpOHrz1skHySQLWblGi138tSwLo3UHjoaVqL4wjqazyWz/w6RxFYUhtzxA6tlfoNUvQ2/daY/d2wyqA7WsrqQxtLoluNZeVVR8zR54kfQL/wfqsA7VcD1WrBejbTdajZ2L7DrzGlwr3zRqTMvIYrTtQa2aX9IcjkU+zkL1lRVtz+cmuze+b9rOle9Q9tbOx3PpR/HVN+HQFLzRo2g1i4q6sB1LL0Atb0AJ1eC9ZvzIKEVR8F37tzgXbSjani8ou5waTfVBth7oZX/rAGsXjR/fkS8YDo+KiCay3P30IW5/8kBhW1tvgvqqIK6z38YiRye+3l2Yg51YiX7aYkPPOt+tPJKj6SzUshrqup5nXiCDoiiE/S7iKZ2sXlyE1g2TRFon6HNSFnBT5ndNmKN8uCNKXaWPugrfqGsZz2CuM/mFnZ1FCwE/t6ODgNfJhhW1Rft/4PKlzKny8aO7t/O57z3PP/785ZKiQkrR3G13rQ/vJva4HJy9rIYPX7uSr35sI6uaxu+YXzgnxNHOKFl9qDO7uTvG3OrRi9WFch3JfdE00USWcGDiDuWg32Uv8pi7//kIjHyncr6gLJEX4rRVE/ZSE1Q5eLDlZE9FCCGEEEIIIcQbhaKgVjehqFrRZq1xNYoniL7vucmH8AQIfOjbqN4A2X3P2xtNHeeyi3AuOR8A9znvAMsi88pdk45nWRZG5wG0mkV4zn8//rf9P3vISLNd0Bwx18nGSr/0O6I//zjx2/+e7N5nUCsaiyMPwnWFOWs1iwBwLtyAY/6Zo8YzOvaBkcHRsKrkOUyZ2w8wdC9zFE8QJVgN0xiVGU/pODQVtz+Ic8n5OPzlVASdtDgX4FhwdmG/nz+4my0HIrg33IBW3nBM5xpIZAodqUsawrT1xLEsu3N3PPnO5cIiewwVhbcd6KWnP0ksmWUwnmFOlR/n8ovoU8KsGXgCc6ADxRuifdCkMheB0Nk3dkHZs/FGHHPXcnb0cZZ47Dc98vm9IzuK40m7CB/02W9UzK8LTlhQPtQxSFNdqFAcHX4tWd3gO3duK+q2BjtvOn/uXUfszOpESuf1fT2cu6IWh1ZcUiwLuPnyn27g+59/MzdcuogjHVFe2Nkx7pzGE09lufW2LbT3xgvbWrpihHxOyiaJnxjPojkhdMMqLEyoGyZtPfFRcRcAodw9bemOYcGkGcqqolAWcKEbFgGvE7fT/r3B63bgdTto7YmjAJUh6VAWpylFUbjFcycLOx4e8yMYQgghhBBCCCHEdHOf885CwXY4RdVwLD4P/cjrhUXxxmJl02QPvgSWSWDFJvTDr2JlkiiaE/f6t+OYvw4ANViNc9Wbye59BiPSOuGcrFgvVnIArWYhaqgGJVdgNXubUSsbp3R9iqKghmpxzFmBGqqlwzWfXd71Rfuo4fqhr2vtgrIZ6yW752msTHEB0mjdAYqGVr9sSvOY6pzdmz6Ie+N7R20P3PhNO8ZjmiRSWfweB4qikD34MtlDr1Ae9PEHNhXeDIglszy1pY0/vtaKY/6ZeK/8a1TP1NYgSGcM0hmDslxRdUmj3X0d8jlpqh9/rHzHad+wImxXrqBsAU9uaSsUP+srfSiqg1dDb+J5cy3WYDdKqIaegSQrcx20Xf1j53hbllVYwHEgZP8M5OMW+kfkGEdzxd5Arjg+rzZAW09iVCdzft4DsQxN9UOxHsOvpaU7zit7u9l+qLhzP9+h7NBUnttuF4Y37+lCN0w2rh6/Q7+hOsBV586nJuzlcEdxkTuWzPIvv9g8qng93Gt7e9h2sJdHXxlqdmzujhXiLo7F8vnluJwqT7xm/7rvjCTQDWvCDuV8xnLZJB3KMNTFXjEiNiX/fTjoxuk4vUqwp9fViOOmls+hRulny4Gxg/+FEEIIIYQQQoipmGjhd0tPF2Uej+Rccj6YOtmDL4+7j374FVKPfhej+xChs9+C56KbQNXIHnoFs7+9aF/3uuvA4SHz8u0TztnoOgiAVrMYgPSLt5F6+uc4lmwsFKinwrn8IrxX/BXeK/6K/+69gD/2FscFqKFacPtRyxsLxWWj+zCpJ3+COdhZfL0t29HqFqO4ZvYj9K5Vby5aOHCmxJM6Po+9kFp2+x/Ibn+EJu8g5mB3YZ98AXJvS/+ki+ONZyBhF0jzHcqLcgXlNYsqUSdY3DDgdeLQlKKYiO5cl/GqpnKe3trO0Vx+8Zwq+42HROVynootwIz2YHgryWRN5tYECPqcdEbG7lA22veQ3fUEAL6gPbexOorBXqQOIOi1u2nn1QQxLYuW7tFvvOS7chfUhXLXotI/7FryxfCBePE5BuMZFOC8lbW8urebdMbghR0d1JZ7WTBBAT6vqT7I4fbigvKuI30caB1kZ67jeSz5etRLOzvRDRPDHL+buFR+j5OLzpjDizu76BlI0txdnMk8XL6gXIiwmKRDGYbedBiZw12e60o/3fKTQQrKYoRA3XzqtAFe2tE++c5CCCGEEEIIIcQEko//gMQdo7uP87K7niT2P5/ATI39cX21qgn3hTeNGf1QGGPfcyiBSjuvuGaeXYRWVFJ//CGZ7Y8W7at4Angu/Qjuc9894byNrgOgOQvdyFYqSvbAS7g3vBvngvUTHjuRZFonmsgWcoML83K4CP7Jd/Df8JVCFEY+x9iM9hb2s0wdxelBm7v2mOcw28RTWfy5wqgSqMSM9rAh8RTvVB7GzL0Zke8WTWcMjnSM3906kXzHbb5gGPK5+PO3ruKtFyyY8DhVUagIeUZFXpQH3Vx+zjwG4xkeefkoLodKZa5wWB5wk8lkseIRkqZdLK8Oe6kp99LVN3aHcj72ZG+2rlCgzHcoD4zsUB4j8gJgX8vAqHEPt0dRFJhbG7BzmQOuouJ4RyQx9jkSGQI+J5vW1JHOGjz6SjO7j/azcXVdUa71eJrqQvQOphhMDI27r6UfgJ5xcqR1w2THoQg15V7iKZ1tB3vpjCTJ6iaNY3QTT8WV58xDUeCRl5tp6YqjqQp1laMX8fO5HWiqMtShXELMRqFDeUSsRUVuYb7TLT8ZpKAsRtAq5uBUDFoOHyUx4g84IYQQQgghhBBiKvT9z2NGWjD7x85S1Vu2o/jC48YXKIqCa8UlqL7wmK+biX6M1h04l5xfKMSaA53Eb/sC6Gm0xtE5w86ms+1F8Exj3O5prXoBrrVvQVHtYqDWsAoyCfS9z2BZFomUTjI9fmf1ePLZu/kM3IkoQbugbMWGCsqK6sB33Rdwn3nNlM89WyVSOn63fZ/VQCVWPEJ5qoXD2epCEbi5O4bbZWfT7jk6fnfrRPJjDS8QblhRS1XZ5MW+yjLvqMiL6rCX1QsqqCrz0N2foq7SV+h0DgfcmKikNn2co3X2wopVYS81YV8hLmMk1Rcmtenj/CR2SWGOQZ8TVVGKOophKPIimOu2rirzsKA+xOOvtBQtoAf2gnwNVf5Ctm950F1UHG/vzRWUR+Q0D8TtvOklc8NUhjzc/fQhAM5bVdqClE25IveRYbEX+3MF755xFuvb29xPKmNwwyWLCPqcPL+9g5YJuomnorLMw4YVtTy1pY3dR/uor/SPyoEG+/ecUG4xRIWhNyAmUliILzQi8iLfoSwFZXG6ywfbVyv9vLKne5K9hRBCCCGEEEKcCqxUDHNYYfJE8b/nawBk949eWM8ydIz2PZMuLmdZJumXbiez84+jXtP3vwiWhWPJxuFHYEXtf8+OF9lgRntI3P736Ic2j/m6c/F5uM95Z+F7rWElAKmnfoqiKHz37m38+P6dE857LPmCciw1eTFacQfA4Sp6bma8D8s6tsiH2SqeyuLzDHUoY1loZoYjehWRQbvw2dIVY9GcEPWVPnYf7T+m84zsUJ6KijIP/cMKrnZB2YOqKlx85hxgKO4ChqIqegNL6EjYhdyqMg+15V4ig2ky2bHXrYoEl5CyXIWYhfyCbyOLvdGEHUcRyHd2KwpXnzePrv4km/d0FfazLHshuqa6UGFbedBdVBzv6B2vQzlLyO9CVRQ2rq7FMC0WN5ZRU2JxNN81fbjdjtxIZfRCNEj3OEX1Lft7cWgqqxdUsmFFLa/v72VPcz+aqlBf6R/zmKm46rx5ZLImB9sGmVsz/nj5zu+gzzlm0XmkfIfyqMiL3PdVEnkhTndquB4lUEmVX+WlXZ2THyCEEEIIIYQQYtaL3/73xH/96RN+XrWsDq1hFdl9z4/qBjY694OextG4esIxFEXF6NxP+sXb0Nv3FLZbmSSZ1+9HrVmIFp5TdE7FHUAJVI6bM6z4y0FRSL98+6gMZzPeh962G8sY6iJWvSFAQSmzs497+lPsOtI3qht0Mvnu1HTGQDcmLgwrimJ37EbtTFnLNEnc+WVST/50Suec7eIpHb8316Gc68oGOKxXERlMYZoWrT1xGqsDLJ9Xfsw5yvmCcr5YOBWVZZ5CTEQ6azAQyxQKqxesnYPbqbFgWNE237HaH0vT05+kzO/C7dSoKbeP6R6nQzdf1B2+EFyZ3zW6Qzlpx4So6lD0xLol1dRW+HjwhaOFX2sv7OwkmsiyqGHY3AJu+mJpLMvCNC06+/IdyqMzlPP3auOqOjRV4cI19ZTK63ZQV+ErLMx3qG0Q07Koq/DRPZAc89MBWw70sGJ+OW6XxsZVdeiGydNb2qir9E3LonaN1QHWLrJ/xubWjJ8DnX/ToayE/GQYejOhoaq4izof03G83dWzkRSURRHF7Sfwvn8nuPJ8dh7pG/UOlRBCCCGEEEKIU4+VTaHVLT2h50y//gDJx7+Pc8lGrHgf1kBx7IXRsh0UFW3O8knH8lx6M6o/TPKBf0M/8hoAisuLe9MH8b7pL0bt77/xm/jf9ZVxx1NUDfeGG7AGOsnufqroNf3QKyTv/xpWcrBoe+Cm7+J/xz8BkEjrpDJG4eP4peruHyoklhJ74Vi8Ea1+GQBG206s5ACOeWdM6ZyzmW6YpDIG/lyHspr71DRAl1lGXzRNZ1+CrG4vardsXviYc5QH4hn8HkdJHacjVYa8pDMGybReyP+tzhWHy/wuvv7nG3nT2UNzz3cY98cydPcnqQrbHaq1FXZmb1dk7BzlfBf08IXgwgF3UXc02N3D+e7kPFVVuOrceRzpjLLzSB+HOwb5+YO7WTo3zKZhheBwwE0ma9rXMpBENyyqyjzEUzpZfahQP5jIFAqr9ZV+vvEX53PB2tILypBbmC9XUN7XMmAv8reqlkzWLMR25HVEEnT1JQsF3wX1QWorfOiGxdzjzE8e7trzm9BUhSW5RRnHkl+4cXhhfyLz64Lc+olNha7svAX1IW79xCbm1U6+iOGpRgrKYkznLqvEsmDz7q7JdxZCCCGEEEIIMWtZetrOEx4n/mGmGM1bMAe7cCzcQOCD/4kaLi5GWUYWrWHluF3Ew6mBSrzXfxG1opHkw/9J6im7S9e5aANqqHrU/orLO+m42rwz0eqWknnlbqzsUKHX6NyH4guj+CtGj+l0FzKUYexF0CbSPWxBtlgJBWX3WdfjWnMFYC8+iMs7owXl1/f3TFokf21vN6098Wk5XyKXQ+33DGUou899N86Vb8bh0IhEU4XF0eyCcjlwbDnKg/FMyR2nI1XkIgv6oulCl3lNeGhBt5DfhaYOldg8Lg23U7M7lAdSVOdymvMdyp19Y0c+9MfSODS1cD/ALmoOxIu7h2OJzJid1htX1VEWcHH3Uwf59h3bCPmcfPztq4uK6PkYhr5oupCfvDx3X/PnyWQNUhmjUFjNH1fKYnzDNdWF6Ium6Y+l2dc6QEO1n3m5zuDugeJ7sGW/3Yl/Rq6grCgK56+yPxHQOI0dvosbyvjvWy5iUcMEBeVcIT08hZ+X8X62jvVnbraTgrIYJf3KPYQe/AKNVX6e3dZ+sqcjhBBCCCGEEOI4mH1tYFlkXr/fjpk4ASzTwOg6hFazCMXhQnH7sUwdyxzKjvVsvBHvVaXHcKieIL5rPoc270zMWGRUVMVUKYqC+9x3YyUHyWx9CIDM1gfRD7yIY94Z4xbPUhkDM/dx/X0t/VM6Z1d/stBZGi8hR9nKpjF6j2Kl4+iHXsG58BwUR2ldk5Zl8cRrrextLm2OWd3g+3dv595nD4+7TzKt8717tnP/c+PvMxX5wny+QxnAdcbVeC74IOVBN5HBNC3dMVTFztAt87uOOUd5IJEhdAxxF2BHXgD0xdJ054rB1eHxc3EVRSEccNE7kCIymKYqF4/h9zjxexzjLsw3EEtT5ncV/eyV+V1EE9miiJRoIltYkG84p0PlivVzOdA2SDyZ5a/eubaoKAxDBeX+WKZQUF42L2yfP/cp9cHEsedND5dfmO9Q2yAHWgdY0hgu3LeROcpb9vfQUO0v3CuATWvqqa3wsaqp+M2d45VfoHA8+XsWLrFD+Y1ICspiFMUbhEyCy1f5OdwR5XDH4OQHCSGEEEIIIYSYlYzeo/YXpoHRc+SEnNOMtICRQatZZM+hv434L29BP/I6YC8SaJn6lDseFZcX31s+he/qz6CojskPmIRWuxjnmitRyxtIv/Q70i/8FsfCc3Bv+sC4x+SLoKqisL+19A5lwzTpHUjTVG8X2UrpUNYPv0Lijn8gs+1hO296yaaSzmWaFv/z0G7+9+E9/PzB3WPm1Y60r2WAjG7SOU4cA8DOw33ohkV77/R0KMdT9j3weUY/y4qgm0g0RUtXnPphGbrHmqM8GM8cc4E0X1Duj6bp7k/hdWujIidGCgfcHGy3c4Orhy3KVlPuo6tv/MiLkUXMfB7z4LBI0mgyO24W9MVnNrCqqZyPXr9qzKiF8LAO5Y5IgoDXSUO1nQGcX/xvMG4/l5HF6KmaVxtAUeCZbe2kMgaLG8uoynVr9wyLf0mkdPa1DBTiLvIqQh6++tHzRkVJzLSQ3763Zf7Ts7t4OkhBWYyi5hYzOKtGx+VUeeK11pM8IyGEEEIIIYQQx0px+dAaVoLqwBw8MbGGRtcBgEJBWQ3V2ovgPfsL4vd8hfgd/0D8N58rqdA50zwbb8Sx4GzMaA/OFZfgedNfoGjjFwvzRdAljWVEBtP0jrPA2ki9g2lMy2Jhvb1AWikZykrALrBZqTiO+evQ6pZMekxWN/je3dt5aks7S+eG6Ygk2FNCR++OQxEAOvsShQ7skbYcsGMJOiLj7zMV8WSuQ3mM4mxFyENfNE1zV7RoUbNjzVE+voKyXQTNR15Uh72TvhlSFnDRF7UjJIZ33daWe+mMjNOhHM+MilkI+4c6igFMyyKWGL+g7PM4+PR713HW0tFRMADluYJ1XyxNR69drM8XTqe7Q9njcjCn0s/r++yfmyWNZbhdGiGfk55hkRf7WwcwTIvV09yJfKykQ3lyUlAWo6jldkHZmejkvJW1vLCzs/AOrBBCCCGEEEKIU4tz4Tn4rvkcalkN1gksKCveEEqwCsgtgnfuu1HLG1AcbtRwPa61V065Q3mmKIqK59KP4r7gT1DUiUsl+X8fn7HYvrZSYy/yUQlNuYJyLDV5QVnN3T+1ci7eK/8aRZm8jPPDe3fyyt5u3vvmJfzNu8/A73HwxOuTN4rtOGwXlDNZk/5oetTrpmWx7UAvDk0hkzXpGxy9z1QlcvfAP0aHcnnQTV80Te9guihDN5+j/Nq+7pLPk88ELjvGAqnbqeH3OOiPDRWUJzO8MFzcoewlMpgqWgAvrz+aHrUQXP77gZh9vxMpHdOyCHiP7VqcDru7uj+apj2SoK7CR9DnRBl2jnw39LFGhAzXVBfEwn6elSH7PlSFvUULVB5ssxfsy//aONkWNZRx4dp6ls8vP9lTmbWkoCxGUb0hFE8Qs6+NS9Y1kMmaPL+jY/IDhRBCCCGEEELMKpZlYQ52YVkmSrAGM1p6EW7kOJZpjv5vnC5Vz6YP4r3ms0UFY+fSC/Bd89nCf641Vx7TXGaKomolFbjzC8ktmxfG7dLYV2LsRT4zdl5NAE1VCt25E87JFwZAP/JaSefo6k/yyt5urj2/iSvOmYvLqbFpTT2v7OkudJ+OZTCe4WhnjOW5LN2xYi+OdEQZiGfYuKoOsLuUj1c+R9rnGbtDOf/j1Vg9VFAu87tYv7yGB184ys5cEXwyQwXSY+84DecynXsHktRMoaCsqQrloaHicm25DwuKOnTB7ixPpPVRi7jlx4nkivzRXPfweB3KJV1LwEVrd4xoIkt9pR+HphLwOQs/I4VzHGeHMgwViRc3lBV+fVWHvUUZygfbBmmo9uN1H3+MzXTwuh386dUrirK9RTEpKIsxqeF6zEQ/TXUhFtQH+eNrrbPio0hCCCGEEEIIIUpnxfuI/9/nyO78I2qoBnOw+5j+bWfFeoj9+M9G/Zd88N/H3F9xetAq5h7v9GelfORFwOtk8ZwQ+5pLKyh39SdxaCrhoBu/11lShrKi2ouHGUe3lHSOF3LNYBefMaew7eIz52CYFs9sbRv3uJ1H7MLsm89uBKCjb3Qkw5b9PSjA5efYz3U6cpTjE3QoVwSHCqvDIy8A/vSq5dRX+vje3dvHzSMeLl8oPZ4Ih/KAm0Ptg+iGRXV5CQXloH2uipAbbVjXe03u2M4R9zhfMC4fVVB2EfK7OJB74yKasO/ZcRWUg24OtNnrZdVV+gA7L3h4hrLbpU26eF0p8pnhSxrLCtuqyjxEBtMYpolpWRxqH2ThnNnRnSxKIwVlMSbv1Z/B95ZbALjkzAbaeuLsayl9sQEhhBBCCCGEECefGWkG7MgE5/KL8F7xSaD0grJl6limgeLy4Vr/9qL/tHln4Ji7ZlSBWm/fQ/LR72DGeqfzUmaNZK6r1u9xsLgxTGt3rKSYyO6+JNVhD6qi4Pc4CsXUyXiv+wK+d30FgHTGGDMqAewu8ud3dLJsbriwiBxAfaWf5fPCPPl6G6Y59rPfeagPv8fBmUuqcDnUMTuUtx7oZVFDGQ1Vdidp+zR0KCdSOm6nhkMbXZ4qzxWUA17nqCxbr9vBX71rLQDfvmMbyfTE939wGgrK4YC7UJguJfIiXxjOL0KXly8od40oKOcjRCpCxQVlRVFY2VTOjsMROz8590ZE8BgjL/JzM3I/C/UVuYJywMVAPBd5kchQdpwL8uUtrA/x4WtWcOHaoTc5qsNeTMuibzBNZyRBPKWzcE7ZBKOI2UYKymJMimPoN44NK2vxuh08tWX8dzOFEEIIIYQQQsw+Rq6grFU0olU04mhcVVIOb55+8GXiv7oFK53AfdZbi/7zveUWXGtG5yAbbbvRD25Gcfmm9Vpmi3hKRwE8bgdLGsuwgANtkzdgdQ/L3g14nSUtygfgqF+GVmF3Dn/jN6/xm8f2jbnfofYonZEEG1fXjXrtknUN9Ayk2H5odESEZVnsOBxhxfxyNFWlptw7qqDcH0tzuCPK2kWVKIpCXYWPjt7piLzI4hujOxnsyAuAxmr/mFEkNWEvf/G21bT1xnnwxSMTnmcgF+FwrBnKYHf1Dj/3pPvnCsoji88BrxO3UxsVeRGJ2pnC+eseblVTBdFElpau2LREXuSL9ZqqUBW2zxf2uwoL/w3GMwT90xP3oCgKm9bU43YNdTvnM6W7+5MczHVKL5IO5VOKFJTFmIxIC/E7/h96+x7cTo1VTeXsbe4/2dMSQgghhBBCCDEFZm8zSqASxeXDyqZJv/57jM79JR+f3fccaE6UYOXY4w90kH713kKXsmVZ6EdeRa1oQHFNXnQ7FSVSOl63A1VRWDgnhKook36i17KsosXc/B4nsRIylIfLZA0OdwzS3Bkd8/Xnd3Tg0FTWL6se9dpZS6sJeJ28tKtz1GvtvQn6omlWLagAoLbCNyryYusBu9s8vxBhfaVvejKUk/q4ObV+j4OQz8mihvE7V1c2VbCkoYwdh/omPM90dCgPL8KO7CIeSzjoxu3UaKz2F21XFIXKMg+9A6mi7ZFch3J5cPTYK5vsZ7PjUGTaIi/A7pbOx3GEAi4G4xlMy2IwkTmuvOnJVOV+HXQPpDjYNojHpVFf6Z/kKDGbSEFZjElx+zF7mwsfj1owJ0TPQIrBxPgh/kIIIYQQQgghZhcz0oyazzJWVTIv3Y7evK20YxMDGC3bcS7eOG5Xs9F5gMzmOwtFav3gy5g9R2bdgnvTKZEe6qr1uBw0Vvs53D444THRZJZUxih0tga8zpIjL/Jae+JYFvSMKEQC6IbJS7s6OXNJ1ZgL3Dk0laa6IK3do3OPd+QWtluVK1rWVfjo6U+iG0PRGlsP9FIRcheKo/WVPvqi6UmjJiaTSGXHzE8Gu/D6pT/dwHXnN004xrJ55RzpiE44l8F4Br/HMWa0RqnyERaVZZ6iTOTxuJ0a/3LzuVyyrmHUa5UhD72Dxc+xL5rG73GMmVtcHnTTUO1nx2G7oOx2aTgdx55vnL+W4UXcsN+OwUikdKLxzHEV3ydTEXKjKgo9A3aH8oL6EKo6+YKYYvaQgrIYk+ILg9OL2WfHXCzMrcp5qG3iPySFEEIIIYQQQsw8s78DvW3X6O0Dnegt2wGwLBPF5UerXQSAojlR/OWYg10lnUM/8AJYFo4l54+7j2PB2eBwoe97DsvQSb98O2pFI44lm47hqk4N8VRxV21thY/u/tGL2A2Xf73Qoex1lBx5kdfSFQPsBeYyWaPotXzn6sZVteMeP6fKT3tvHHNE5vWOQxFqy72FrtHach+GaRU6aLO6yY5DEdYuqipET9Tlcnc7S1gQbyLxtD5u5AXYhVTXJAvDLZ8XxrSsCbvEB6ehQJrvHC4lPzmvIuQZs4hdmVuUbrjIYGrMuIu8VU0V7G0eIDKYIug9vjiK/LXUVw7F0pTlcqojgymiyeyMdihrqkpFyE1rd5zmrpgsyHcKkoKyGJOiKGhV8zDa9wIwvy6IosChSd51FUIIIYQQQggx8+K3fZ7k/V8ftT311E9JPvBvpF+9B1DwvfXvcK+7rvC6GqrBjHaXdI7svudRq5rQyueMu4/i9OBoOovswZfsT7hmkrg33IBSQgfnqSqRKi6CVoXtbtPxFrwDe0E+gOryoQ7ljG6OKgxPpLk7Vvh6ZHfr8zs6CHidrFk4djQJ2AXljG4WRS1YuULs8vnlhW35YnE+0mJPcx/prMEZi4bGrst1trYPy1F+YWdHoehdqngyi/84i6MLG8pwaAp7jo4fezEQP/4Ih0JMxBQKyuOpDLmJJbOkM0PPPxJNUzFG3EXeyqYKdMNk+6EIweO8luqwl+qwhxXDnns+X7ot1wk/kx3K+TlsP2QvNLhIFuQ75Zy+v8OL4+ZYcA5mXwtGpAWPy0FDVaAQli6EEEIIIYQQ4uSwhnWYmqniPF3Pm/4ctaqJzOa7SD/zP1iWWfS6GqrGKqFD2dLTKG4fzqWTdxo7l5wP6ThmPIL/xm+izV1b4pWcXK/t6+b57R1TPi4xoqu2usyLblj0x9LjHtOV71DOLUaW73COp0qPjGjpihW6XUfm7+460scZiyonjHTId6O29w7FXnQPpEimdebXBQvbaivsgmlnrgi+dX8vLodaVHysCXtRFaVQUO4dSPGj+3by8EtHS74esIvz40VelMrt1FhYH2L30f5x95mODuWgz8mK+eUTFu1LVZnrRO4Z9sZAXzRN+QQdysvmhnFoCumscVz5yQBet4Ov//n5hWxmGFpEsDn3psBMF5Sryjxkdfv3J+lQPvUc369acVpzLDyH9PO/xmjbjVbRyMI5QV7Z041lWWOusCqEEEIIIYQQYuZZsZ7C12Z/O+qwYqDqL8f39n8g/fz/kd3+CNldTxC4+WeFf8MpoRqs5CBWNoXi9JA9/ArZHY+POofngg/hu+ZzRcXr8WgNq0B1YHTsx9l09jRc4Ylx+xMHaO9N0NYb5x0XLSz537nxVBafu7hDGexYi/EiC7r7k0XxDYFcV24smR1zEbaRLMuiuSvGyqZyth7oLcpRjiWzRBNZGqoDE46Rz8tt60mw1k5B4WiH/YbE/Nqhn6GA14nf46AzksCyLF7f38OK+eVF0RNOh0pV2FPoYn5qSxuWxYRF9ZGyukFGN8fMfJ6qZfPK+f3zR0im7QUTh7Pyi8wdZ4FUVRQ+e+O64xojrzL3xkLvQIqGKj/prEEsmZ2wQ9nt0ljcUMbuo/3HXVAeS/7+FArKM3CO4fIRK1VlnhkvXovpJx3KYlyqrwz/+/8D1+rLAFg4p4x4Sqerb+JsKCGEEEIIIYQQM0fxleN9y9/gvfJTaFVNhe1mrJfk4z/AjLTg3ngj7vM/gOucdxUVSh2Nq3Gf+27IFYr1fc9j9rdj6emi//Kvl1JkVVQN9wUfRPEEJ913tjBMk66+JCG/i98/f4T/eWjPhJEVwyVGZCjnM3XHWiwvr7svWehOBgpduaXmKPfHMsRTOqsWVKCpStG58kXdumF5uGMJeJ2U+V209Qx1KB/tiqIqSmGxPbCfeU25j45IgvbeBD0DKdYurho1Xn2Fj47eOLph8tTWtsI8S5Xvzg4cZ4cyDM9R7h/1Wld/kmTaKMoLPtnyHcr56JK+qF2IrwhN/ObCqgV2R3HQO/0FWK/bXhDwRHUoV+feiFnUIHEXpyLpUBYTUn1h+x1pUy8szHewbZDaitnzG7EQQgghhBBCvJEomgPHvNGxEmZvM/r+53GtejOKohSag4bTqhegVS8ofO+57C/ByKA4Ju+SnYhr+cXHdfyJ1tOfwjAt3nXxIjr7Evz++SM4NZX3X7F0wuOyukFWN4siLypDHhQYd2E+wzQ50hXj/NV1hW3+YR3KY/n5g7uorfBx1bnzgaGu0fm1QSpDHnoGhs6Vj7CoL+Hf6fWVvqLIi6OdMeqrfDgdxQvf1VV42dPcz9YDvQBF+cmFfSp97Djcx2v7ehiIZagOeybtUP7hfTtYs6CSjavrCgXl6ehQzuco7z7az9pFxcXvnYcigL2o3WwRDrjRVKUQXRLJFZYrguNHXoBdUL7jyYMz0qEMdo5yPp5lxgvKZfYbMflakzi1SIeymJBlmiTu/DLpF29jTpUft1PjoCzMJ4QQQgghhBAnTfrF28juf4HM9kdJv3Z/YbvZ3w6AWlY33qFYloXevA398GvobbtQFOW4i8mnonz2b32lj3devIhNa+p4emsbyfTEmcaJQhF0qKDs0FTKQ266+8fuUG7pipPOGCxpHOrEzEdexFOjC8qH2gd5aks7Dzx/BN2wM2abu+xoisZqP5VlnqIM5Y7eBJqqFKI3JjKnyk9bb7wQZXKkM8q8mtGd5bUVPiKDaV7e3cncmsCYUR71lX50w+Supw5SEXKzaU098ZQ+7kKDsWSWF3Z08vhrLQAkctfu9x5/r2M+R3mshfm2H4pQGfJQU378i+lNF1VVKA+6R3Uol0/SoTyvNsgNly5iw4raGZlXWcAuImuqUhTrMhOa6oO87YIFbFw9/u9XYvaSgrKYkKKqqMEq9AMvoWDRVBeUhfmEEEIIIYQQ4iSxDJ3M9kcweg5jdOwhu+fpwmtmfzuKN4TiGT9LV1EUko9/n+Qj/0Xywf8YtajfG0V7xO7SzcdEXHxGAxnd5NW93RMel0iPLiiD3W05vGt4uHwMw5KGcGHbRB3KD7xwBAU7EmJbrkO4pTtOZciDz+OkqswzKvKitsKHpk5e4qmv9JNMG/THMvRFUwzEMsyvHf3zUpfrdj7UHuWMxWMvQpffpyOS4OIz5hS6a/vjY8deNHfaP2uH2qIkUjrxpH0v/dPQoQx2jvLhjmjRmwKGabL7aB+rFlTMurWgqoa9MTDUoTxxQVlVFK46d34hg3m6leW6kkN+14zfL01Vuf6CBYU3V8SpRQrKYlKOxedhJQcw2nezYE6I5q5oYSXO4Y50ROnMZTcJIYQQQgghhJiYpWew0vHJdxzG7D0Kho5Wswi1rA4r2oVl2EVJc6Bjwu7kPDVYDVi41lyBegrlHk+njt4EIZ+zUMxc1BCiOuzh+R0dEx6Xj2kYWQStCnvGjbzY3zpARchdVAR0OVQcmloYrzCvSIJX93Rz5bnzCPqchfm0dMWYW2MXfqvKPAzEM4VO4PbeRKG4O5k5VbmF+XrjHGwdAOyu15Fqy4fGGxkhkZcvxquKwoVnzCEctIuR/dGxYy+OdNqxHaZlsftoX6E7e2Rx/lgtn1+OZVGUo3yoPUoybRSyh2eTypCn0KEciaYJ+pyjokdOtLKAXdCeqUgNcfqQgrKYlGPeGeD0oO9/gYX1IXTDKuQ3Dfe9u7dz621bxiw2CyGEEEIIIYQolnz4P4n9z19O6Rij6wCAXVAO14NlYQ52AXaHshqun3QMtbwBxR3AdcbVU5/0aaI9kqCusnghuo2r6th1uK8QPzCWfEzDyDiA6jIv/bEMWb047sGyLPa1DLB4xMJjiqIQ8DpGdSg/9OJRNE3lyg3zOHdFLa/v72UgnqG9N0FjjT3fqlz2bO9gCt0w6e5PlrzgXKGg3DO8oDy6Q7m2wj5HwOscN+M26HVSFnBx1rJqwgE34Vwxcrwc5aNdUcr8LtxOjR2HIoX4kOnqUF40J4TTobJ591CX+Y5DERRgxfzyaTnHdKoI2ZnTumHSF01Pmp98IgzvUBZiIlJQFpNSHC4cc9eiN29lYb39zuWhETnKiZROV3+Srv4kj73ScjKmKYQQQgghhBCnFKN1B8CUupSNroMovjBqoAI1PAewC8mWZeG59GacKy6ddAzPxhvxvePLKG7/pPuerjp6E6OKsBtX1WEBL+7sHPe4sTKUAarDdgF2eBQF2EXfvmiaJY3hUWP5vU7iwwrK/bE0z21v54K19ZT5XWxcXYdumNz77CFMy6Kx2i785judewdSdPcnMUyr5A5luyvbQXtPnAOtA1SVecZcFM/jclBb4eOspdWo6tjRB4qi8IUPnM1Nb1kOMKygPHbkxdHOGE11QZbNC7PjcGSoQ3masnpdTo1Lzmzg2e3ttPbYv6Z2HI7QVB+clbEKlWUeLMvOT44MpiifJO7iRMhnKId8UlAWE5vRgvJ9993H1VdfzRVXXMGvfvWrUa8fPHiQD37wg1x//fV8+MMfZmDAfnfsrrvu4oILLuCtb30rb33rW7n11ltncpqiBFrjKhR3gLAzQ1nAxcG2gaLXW3vsjuWQ38V9zx1iMDH2HyBCCCGEEEII8UZjxnrR2/eMv0NugbRSGF0H0GoWAaCW2Qtzmf3tKIqCY+5atOqmScdQPAHU4NgxBm8E0USGWDI7qghbW+Fj4ZwQz20fP/ZiosgLYNTCfPta7H87D1+QLy/gKS4o/2FzM4Zp8ZYNcwFoqgtSW+HjqdfbAAqRF8OL1x25xQXrSuxQVhSF+io/bb0JDrYOMH+MuIu8L37gLN532ZIJx6sJewvFdb/HgUNTx+xQTmcN2nvjzKsNsmpBBV19SY50RPG6HeMWrI/FtefPx+PSuOOJAyTTOgdbB1nZNPviLqD4jYHIYJqKSRbkOxHK/PYcpENZTGbGCsqdnZ3ceuut/PrXv+buu+/mt7/9Lfv37y+8blkWf/EXf8HNN9/Mvffey4oVK/jhD38IwPbt2/n85z/PPffcwz333MMtt9wyU9MUJXIuuwj/DV9B9ZWxsD7EwXY7TN+yTMxodyEC4+ZrV5LOmNz99KGTOV0hhBBCCCGEmDWSj3yb5H1fxTKH4gHzXcnuc9895iJ6lmVhjVFo9lz8YVxn2lEVisuL55KbcTSdjdGxj8zWh7F0ae6ZTEdu7Z+xYiI2rqqjpTs2ZswjDIu8GNGhnI+hGLkw3/6WATwurdBdPJzf6ywUqC3L4rntHZy5uIqaXH6xoiicv6oWw7RwOtRCrnFZwIWmKvQMpGjPX0uJHcoAcyr9HO2M0t4THzPuIi/oc+Fylp7pqygK4YBrzIJyS3cMy7LzmlflCrzbD0XwT1N+cl7Q5+Kqc+fz+v4e7nv2MKZlFc4321SF7IJyW2+cRFqnInTyIy/C0qEsSjRjBeXnnnuO8847j3A4jM/n48orr+Shhx4qvL5jxw58Ph8XXXQRAH/+53/O+9//fgC2bdvGXXfdxXXXXcdnPvOZQueyOHnyq3uayUEWzgnRGUkQi8VJP/8b4rf/P1o6B/G5HaxsKudNZzXw5OuttIzzB7AQQgghhBBCvJG4Vr4JACvaNbTRsnCdeS2oDoyug0X7p576KbEf/SlWrGfUWI76ZYUOZQDn0k1o5XPQj7xG+qXfgTq9BbqTadfhCFsP9E77uENdvaMjPzasqEFTlXEX50ukdVxOe0G94coCLhyaSs+oDuV+FjWUjdmFOzxDubMvyUAsw9pFlUX7nLfKXmSxocpfGENVFCrLPPQMJOnoTVDmd40ZWzGeOZU+Uhk763msBfmORzjoHnNRvqO5Bfnm1waor/RRHnRjmNa05ScPd/k5cwkHXDz00lHcTo1FDaO7w2eDfEfy/lwX+2yIvKgp9zKnys+ihrFzs4XIm7GCcldXF9XV1YXva2pq6OwcyiE6evQoVVVVfPGLX+Ttb387X/rSl/D57HfUqqur+fjHP869995LfX09//RP/zRT0xRTkH7lbuK//gwLau3nNPjkL8hu/wNkU6S6DtNYE0BRFK6/YAFel4MHXjhykmcshBBCCCGEEDNL79hL+tV7x33dMnTUSjvCwOhtLmxXPAHcG95FdtcTZF7//dD+eobs7qcAMHuL16fJHniRzNaHirYZPUdIv/57e0G+sloU9fRZKun2Jw9w55MHpn3c9kgCh6YWOkSHC/pcLGooY19L/5jHxlP6mEVQVVGoDnvo7h/qUE6ksrR2x8eMuwA7NiOeymJZFruP9gGwfF7x4nHVYS8XnVHPeStri7ZXlXnoHUjRHomXnJ+cl1+YD2agoBxwj5mhfLQzit/joLLMg6Ioha7hkZ3e08Ht1HjbhQsBWDYvjNMxO39NOB0aZX5X4WetYhYUlD0uB1/5yLljZn4LMdyMvXVpmmahqxXsj28M/17XdV566SV++ctfsmbNGr71rW/xta99ja997Wt85zvfKez3kY98hMsvv3xK566sHP8jGzOpunp6fyOebeILl9P5yt2sDQ/iUAy8HVvwzFtF6ugO/IOHqVq3gurqINXAumU17G/pH/eenO73ajrJvSqd3KvSyb0qjdyn0sm9Kp3cq9LJvRJCnAqyWx9GP/wKWs1CHI2rR72e2fog2W2PAGBGmmHhOQAYvUfBslDDdZj97YX9zf62wtdGpBlH07qhc+1+Cis1iGvtW4b26dhL5qXfgcuLo2HVtF/fyWJaFq098RnpYO3oTVBb4R03u7eqzFMo8I6USOnjLiJXVeale1jkxf7WQSxgyTgdsgGvE92wSGcN9hztJxxwUVPuHbXfTVetGHOOr+/vxTBMzlleM+b446nPdWaHA+5CxMF0CQdcbD84VodylLm5JjSAVQsqeGZbO/4ZWixv05o6dh3pG1WIn20qyzwcbBsEmBWRF0KUasYKynV1dWzevLnwfXd3NzU1Q7/JVVdXM3/+fNasWQPAtddeyyc/+Umi0Sh33HEHN910E2AXojWt9MwegN7eGKZZ+qIG06G6Okh3d/SEnvNEs/zzQdGI73uV88sNHEYSZdWVmD3tzMt0YAXdhXtQV+7h2a0JDh2NjFpN9Y1wr6aL3KvSyb0qndyr0sh9Kp3cq9LJvSrdibpXqqqctGYEIcTpweiyO2jTL985ZkHZaNmB4i9H8QQwh3UoZ165B7O/DUfTWehHt2CZOorqKNrHjAx9bVkmRvdBnIvOLRpfDdfnBkwOfX0a6BlIkcmamGZmVIPa8WqPJJhbPTruIq8i5KY/msE0rVFF50QqO25XbVXYw4HWocjO/a39qIrCwjnjdCjn/q0cS2bZfbSPFfPKS77OyjIvg3G7E3is6I6JVITcuF0aCxvKpvW+ApQH3KQyBsm0jjdXeDdMk5buOJeuayjst6LJ7sSe7gzlPE1V+dj1s/8NlorQUEF5NkReCFGqGev7P//883n++eeJRCIkk0keeeSRQl4ywLp164hEIuzevRuAxx9/nFWrVuHz+fjxj3/Mli1bAPjlL3855Q5lMTMUlxetbjF6yw42eA4Tszyoc1YSCzaxyNFF47CPzTTV2Xk7RzrlH81CCCGEEEKI05MZi2Al+nEsOg/vmz426nUrm8Lo3IfWsArH0gvQ6pcOHdvfjhqut4vApoE1aOclG5EW0Fw45q8risgw+zsgkyzKTwaKishqWd10X+JJ09ptZ+7qhlXI+50OumHS3ZekbowF+fLKgx5My2IgPjq6ITFO5AVAdZmXRFovxFhsPxhhXm0At2vsJrn8OAfbBhmIZVg2L1zydVSVDXWzTjXyQlEU3vumxbzzTYundFwpwgG7KDr83rX3JsjqZtECgCGfixvfvIQL186Z9jmcSvKxKyG/a1QutxCz2Yx1KNfW1nLLLbfwoQ99iGw2y7ve9S7Wrl3LzTffzCc/+UnWrFnDd77zHf7+7/+eZDJJXV0d3/jGN9A0jW9961t8+ctfJpVK0dTUxDe+8Y2ZmqaYIq1hFZnNdzIXeDK9nPOiWZrVubiNVlaEht7ZnF9nf0T1SEd01q6oKoQQQgghhBDHx8K58s04V16KWlaLZeoAKLmF8Yz2PWAaOBpX42gc6pa0TANzsBNH07pCEdguMNdh9h5FrWhArZyH3rIdy7AXbTNzndDqiIKy4h/K3NVqp79AeLK0dscLX0cTmUK3a6n+9+E9mKbFTVctL9re1ZfEtCzqKyboUM51ikYGU6O6RhNpnYZx5lIdtouDPf0pjnZGOdwR5UNXLhv3PAGvPc4re7qB0fnJExleUK6foDg+novPbJiRTwPlIzT6o+lCoftortFsZF7z5efMndZzn4oqc89xNuQnCzEVM7r863XXXcd1111XtO1HP/pR4eszzjiD22+/fdRx69ev56677prJqYlj5GhcTWbznQC8kl5ATfsgm7OLaXXW89Xg0CqgAa+TqjIPhzukQ1kIIYQQQghx6rBMA4wsinPyPFM1UInngg/ax6VixO/5Cq6Vl+JacyUAest20JxodUuwTB2zrw3FWwbZJJgGalkdargeR9PZ4LaLb1rdUhSnB+fKS3Gddd1QcbrrALi8qOHiLmRFUVEr56P4Qqhlszsvdipae4YXlLPUlF5rxbQsXtzZiWGavP/ypUWLsnVEEgATdijns2wj0TSLRrxmL8o3foYywL6Wfu56+hDL5oa56MzxO3DzkRdbD/SOm588nvy5nA6VylmUvRvOFUb7Y0M5ykc7Yzgd6jEVvk93+Wcn+cniVDOjBWVx+tFqFhL86M/RDZO2W5/kYNsgLV0x5tX4MeN9qMPeHZ9fF+RIx+BJnK0QQgghhBBCTE366Z+T3fM0gZt/iqJM/BF0vXWnHVuRy0hWA5WkN9+FWtWEo34ZViqKNmc5isOFGeslccc/4L7gQ4V/N6nhehS3H+8Vf1UY073+7WOey7n8YrT65WPOybXqzaCeXh+Xb+2OE/I5GUxkiSazUzq2rTtOMm13i+9vHWDF/KF/p7b32oXqiWIiyod1KA9nmhbJtD5uhnK+Q/n2Jw5gATddtRx1gozifORFOmuwbknVlPKMywIuNFWhtnz8xQVPhnzkRX9sKPLiaGeUxmo/2mn2Mzod8h3Kkp8sTjXyq1kcE4emMr82xK4jfXT1J7k8+yiJe/+laJ+muiDd/Sniqan94S+EEEIIIYQQJ0t2z9MAWNGeCfezTJ3kQ98is+XBwjbPxR9G9ZeTfODf0A+/hvdNf473ylsAUPwV4PLZi+453GiNqwv5x1Y2hdHfhpnox+zvwLJMAJKPfJv0ZvvTu1r1ApyLzxtzLs7lF+FcesHxXfgsohsmHZE4y3IRENHE6CzjiewbtjDezsORotc6ehOEA64JIzT8Hgcup0pfNF20PZmxi9S+cTKUfR4nfo+DjG7y9gsXUjtJtnE+8gKYUn4ygKoo1Ff6R8VInGwel4bbqRU6lHXD5EhnlPmzbJ6zRVWZR7q3xSlJCsrimC2cE6K5y14oQatuwor2YMaG/rAenqMshBBCCCGEEKcSs6914tcjLWBk0GqHQhHUQAXe67+IWtFI8pH/RD+6FSXXlakoClrlXIxIM46Glfiu/gyK287xTT//fyTv+Vf0fc8Rv+3zkLZjGcxEP0b7HjLdR8lsfRArFZuhq51duvqS6IbF8lxncSwxtSalfS39lPldLG4sY8ehoX+jWpbF/rZBGqrGz08G+1lVBD2jOpTjKbugPF7kBUBjdYCFc0Jcfk7jpPN0OjRcTvvnYyr5yXmffs8ZvO+ypZPveAIpikI44CoUlA+0DpBMG6xaUHmSZzY7ed0OvvKRc7nojDf24oTi1CMFZXHMFtQPZSaXLbAXmDA69ha2NdXZr0tBWQghhBBCCHEqsBfVU3AuvxjH/HUT7mt02ovkaSMWyVM9QXzXfA6tbimZ7Y8Uv1bRiBlpwYx2Yxn60PZwHVY6ht62C8VfgeIJ2GNX2AXoxL5XSL/wWyysabjK2S+fn7ywPoTToRKdYkF5f8sASxrLWN1UwZGOKLFcZMaeo/10RhKct6pukhGgIuQmMqJDOZH79K1vgu7mT75rLZ+9cV3J8Q4Br3PK+cl5ZQH3uPEbJ1M44KY/d++27O9FUxVWNk29YP5GUR324tCkPCdOLfITK47Zwjl2wdjr1iiftxicHvSjWwqvB7xOKkOyMJ8QQgghhBDi1KCoDgJ/9gPc571n0n2NroMo3hBKYHTnpeLy4rv+i3jf8qmi7WrFXMimiP/ms6Sf/cXQ9lz0hdG8DbViqLNVrZwL6Tjx3S+ghGpQPW+M2IDW7hiKAvWVPoI+55QiL3oHkvQMpFjcGGbVggoshmIvnni9Fb/HwTnLayYdpzzoHhV5kUjlIy/GL+J63Q7cTq3k+S6cU8aGFbVTyk+e7cJBdyFDecuBHpbPC08YMSKEOPVIQVkcs6oyDwGvk8bqAKqm4Vx2Efr+5wuZY2DnKEuHshBCCCGEEOJUoThcZPc+R/Lh/5xwP6PrAFrNogkLgYpaXETTqhegVs4DhorII7/WKucObc99nW7fP6oT+kDrAM9v75jkamavHYcjvLKne8zXWrvj1JT7cDk1gl7XlBbl25mLuFjSWEZTfRCv28GOQxEG4hle2dPNpjX1uEoo+FYEPfTH0himWdiWKERejJ2hfCw+/rbVvPfNS6ZtvNkgH3nR1ZegvTfB2sVVJ3tKQohpJm8RiWOmKAofuGIpAa/9h6n7vHeDnkYd9hed+XVBXtnbTSKVHXfhAiGEEEIIIYSYDTK7n0Q//Cpa1Xz0I69jZdMoTveo/SzLxNGwEq1m4ZTG16rm4970QZL3/gtqeCh2QQkMFdzUiqGCsjasW3nkuf6wuZndR/vZuHry+IbZ6IHnj9AXTXP2supRr7X2xGnM5RwHfM4pRV7sPNSLy6kytyaApqqsmF/OzsMRasq9GKbFxWeWllVbEXJjWdAfzVBZ5gEgkZ68Q1nYkRcZ3eSFHZ0AnLFI8pOFON1Ih7I4LhtW1LKyqQKw3333XPSnaOVzsPQM5mA3TbIwnxBCCCGEEOIUYXTsxew5glo1H7Aw+1rG3E9RVDwXfAjn0gumfA4zYo+phocKm4qqQm6BPrVq3tB2lw/XWdcDo7Oa4ymdZFrnVDWYyBAZTGFZxbnQWd2gsy9BQ7V9P6YaebHrcIRFc8oKmbSrFlTQO5jmoRePsnxemPrKiRfkyysP2kXkSHRoYb54PkNZCsoTCgfsN2Ge2tpGfaWPmnLfSZ6REGK6ye+CYkakHv8BZjzC/Cs+D8DhzigrcoVnIYQQQgghhJiNzP4O1HA9Wq5L2OhtHlXIBTB6jqB4gqiBqf8bJ/3M/wDFXckAwT/5zpj7Oxefjz8UJDssCgMglsyS1U2yuoHTUXpm74l299MHyeomN1y6uGh7NJElo5tEE1lCfldhe3tvAsuCObkO5alEXiTTOodaB7hmY1Nh26rcYnDxlM4l6xpKnndFyC6KDs9RTqR0NFWZUkbyG1E4YD/PyGCaKzfMnWRvIcSpSDqUxYzQ5q3F7D6Et2cnlSG3dCgLIYQQQgghZjXLsjD721HD9SjBKnB6MCPNo/dLxUjc/3VSucLwVPne9g+4L/pTuyu5BGq4jvJN70DRiiME47kiayJtHNM8ToTdR/q499nDvLy7q2i7aVnEcjEWvYOpotdau+MANFQHALtDOZ0xyOqTX+fB9kFMC5bMLStsqyn3UR32EPK7OGvp6HiN8VTkO5QHiwvKXrfjtFpAbyaEg0MxMWcskvxkIU5HUlAWM8K5dBNKsJr05rtoqPLT3ps4pnESKb2kvzgIIYQQQgghTi+WZWEZpWfnHvf5koOQSdgFZUVFrWgsxFMMl379fsgkcW941zGdR6tZiGv5xcc73UL8QiJV2j2679lDfOt3W477vMP9f/buO06Ou77/+GtmtrfrTXfSqfdqy5Itd9y7cQMMAUOAAD9iIAnEgImNQ2jBAUIgFIdqmjGu2BhjG3e5V/WuO12v29vszO+P2d271ZXdk06n9nk+Hn5Ytzvf2bmVLX33c595fwzTLBhaN1wyneHnf94CWPEWw8USOkY26qIvWFhQ3tcbQVMV6ircgFVQBkrKUd7eOoiqwJxpZQWP33DhQj562eJ8DEYpPC4bLodGf6gw8sIrcRdFlXutgrLbaWNuU1mRo4UQRyMpKItDQlFtOE+8EqOvhZXOVjr7Y/kNQ6kyhsFtP3+Z3z2+4xBdpRBCCCGEEOJIlXrtAaK/+WdMY2oaTIxgJwBqeQMArtNvwPWOjxUeE+kjvfExbPNPzcdiHA56xiCe7UyOlZijvKczzMbd/eiZ0QvAB+JXf9nK7b97Y9Tn7n9mN92DcZbNriKVNkikhq5zeCZy734F5faeKPVVnnzx1+d2ZNeMXlCOJdI893YH/3PP2zzyYguzGstwOwuLvotmVuZn/0xEhd85IvJChs0X53Ro+Nx2ls2unFARXwhx9JAfrYlDxjb3ZNTXH2Rx6Fl0/Xz6gglqyt0lr397Zz/dg3F8XRKXIYQQQgghxPHEiA6QeuMhyKQw4yEUb8Uhf02tZiaeK25GrbBydrXKphHHJF+5BwDn6nce8usZTyyhj/rr8cSTOhnDpHsgns8nPlib9wzQE4wTT+oFRdzdHSH+8nILZ66cxpxpZby9q49QNIXLYR0zvDi8f+RFR3+MGXX+/Nf5DuX4yMF8nf0xbv/d6/SFklT4nZy6vIHrzlswKd8bQGXAVTCUrz+cpCrgmrTzH8v+6V0r8oMNhRDHHvlRkThkFFXDecp7SMw/H2DCsRdPvtEGQPdAfNKvTQghhBBCCHHk0lvfgoxVQDSjA4fkNcxklEzv3vzXis2JVjcXxWE1wRixIImnf4reuc36OtKPvn099iXnofqqDsk1lSo6LOai1IJy7riOvuikXEMsodM9GMc0YWd7sOC5+57ZTcDr4Nqz5uYH7oWiQ9ccilq/t5qqFERKpHWDnsE4DZWe/GNjRV7s6QzxtTtfJaUbfO49q/jWJ9bxd+cvoKnWz2Sp9DvzGcr7eiK090ZZNluGzZdiZn2AsmHDFoUQxxYpKItDyjZjBRXLTsdEoXMCG5feYJy3d/bh99iJxNMFGyYhhBBCCCHEsc2x8EzcF/0zAEbs0BSUky/8nti9t+WjLpJv/InUpifyzys2B+ktT5Npt3KAVV8lnnfegnPVpYfkeiYiEh9WUC4x8iJ3XHvv5BSUW7uH7iTd3jpUUE7rGba0DHDSwlo8Llu+qBiMDkVHhLPX31TjK8hQ7h6IYZrQUDW8oDwy8mJb6yDf/M3rOGwqn3/fiSxsrjgkg/Iq/E5C0RR6xmD9xk5URWHN4rpJfx0hhDjaSEFZHHLugR1c4X+b9gl0KD/9ZgcocOm6mYB0KQshhBBCCHG80Nu3YJoGWuNifB/8EfaZJ076a5h6kvSul8DMkHz5jwCkNz+VLx4DKA43ir8Gfe/rJF74PaZpolU3ozgnJy7iYETjwyMvSmu+iecKygc4MH1/LV0RwCq67mgbKihv3xckrRssyWYWD3UoD0VW5DKUm+v9BZEXubtaG6qG3mOPy4aqKESGRV784ckd+Nx2Pv++E6kf1s082SoDLkysqIsXNnaxdHYlAY903QohhBSUxSGX6drOO+yv09s7WNLxesbgmTfbWTa7isXNVlZaV//kbHqEEEIIIYQQRy69czvxP32d9OanUFQNxe48JK9jJiJoDQvRGpeg73oZvWMrZrg3P5AvR6uajtGzG33XS5jx0CG5lgMx0Q5l0zTzQ/w6JqlDuaUrTMDr4IT5NexsD+aH/W3c3Y+mKiyYUQ4MRVYEhxeUo2k8Tht1FW6iCT1f7O7Mfu6rqxyavaMqCj63Ld+hbBgmrV0RVs2rofIQ5xlXBqz//l7Y0MlAOMm6pfWH9PWEEOJoIQVlccip5dMAyAx2lHT8mzt6CUZTnLWqMT/Er9QO5Z8+vJknX287sAsVQgghhBBCHFb6tmfA7sY+bx0AiWd+nu8gnkyqrwrPhZ/Gfd4n0ZqWYga7AHNEQdk2Zy1a42I8l38R1VM26ddxoHKRgHabSryEDOVU2sAwTTRVoaM/hmGYB30Ne7sizKjzMa+pjFTaoLXb6ljeuKefuY1l+QF8Nk3F57YTGhZZEY6n8HvsVJVZBeFcl3JHX4wKvzO/NsfvceQLyh39MVK6wYw630F/D8VUZofKPfbqPlwOjZVzqw/5awohxNFACsrikFMrrSnJ/nRvwU/Sx/LEa21UBpwsn12Fw65RGXDSNVBah/LLW7p5eUv3QV2vEEIIIYQQYuqZpom+byO2xsX5zmRjoJ1MdijeZDESYfR9GzCNDIrDjefif4HsIL79C8r2OWvxXPI5VN+RNYgtEk+jKgqVfmdJHcq5Y2bU+UnrBr3DYiYORFo36OiL0lznZ26jVWjfvi9IKJaipSvC4lmF71fA6yiIvAhFU/i9DqqyHca5HOXO/mhBfnKO32PPx2S0dFnZzc11kzd8bywVfuu/w0g8zeoFtTjs2iF/TSGEOBpIQVkccmqgFlPRqNeCBROF73tmF0++UdhN/NbOXjbvHeDcE6ejqtZQhdpyd0kdyomUTjKVmbSpxUIIIYQQQoipYwa7MCN9aE1L8o8p3kqMSP+kvo6+4wXiD38LY9gdlEbPbgDUsqMj0iCa0PG6bXhcdmIldCjnIiXmTAsABz+Yr603QsYwmV7rozLgoirgYse+QTbtsX6vlu5fUPbYCzOU42n87sIOZdM06eyPjZqJ7BvWodzSFcamqdSPUniebG6nDbfT6pY+ReIuhBAiTwrK4pBTVBumv5Z6bTA/ZCEUTfHg83u48y/b2NY6CFg/5f7NY9upr/Rw7uqm/PraCg9dJRSUcxuUwUiqpE2VEEIIIYQQ4siht20AwNY4vKBcgRkdwDQPPqIhJ739edSq6WiVQ585tOZVOFZfdcgymydbJJ7G67Ljcdkm1KE8J9tNfLA5yrmBfLku4XlNZWzfF2Tj7n68LtuI7uH9O5TDsTR+j4OA14FNU+gLJQhGU8STmYKBfDmFHcoRmmq82LSpKWdUBpxU+J35TGghhBBSUBZTxH3i5bykL8h3D7+8pRvTtDYGP35wI5F4mkdfbqF7IM71584r2BzUVbqJxNNFpxcPH/IgXcpCCCGEONQefPBBLr74Ys4//3x+/etfFzy3efNmrrjiivw/p59+OpdeeikA7e3tvPe97+XCCy/k4x//ONGo7FuEAFD9tdgXnoESqB16zFcJho6ZCE/KaxiDHRg9u/MZzTm2+nk4T7h8Ul5jKkTjaXxuOx6nbUIdylVlLsq8DtoP8vPS3q4wLodGTYUVFTKvqYxgNMUrW3tY1FyRv9s0p8zrzH9eM0yTSCxNwGvPxna46Asm8s1Ho3Ue+91WJ3bGMGjpCjNjCuIucq45cw4fvHghqqIUP1gIIY4TUlAWU8Ix7xT6/Qvym4QXN3fRWO3lU9cuJxhJ8b/3beBPz+9l1bxqls6uKlhbW25tKIp1KQcjQwXlg90gCSGEEEKMp6uri29/+9v85je/4b777uP3v/89O3bsyD+/aNEi7r//fu6//35+97vfUVZWxq233grAl7/8Za6//noeeeQRli5dyg9+8IPD9F0IcWSxzViO64wPoQwr3CneCgDM6MCkvEZ618uAgm3OyZNyvsMlGk/jddlK7lDOFZTdThvTqr2095Y2o2YsLV1hptf68kXWuU3lACRTGZbMGpk3HfDaSaYzJFMZYgkdwzTxux2AVeTuCyXo7LeuqWGUyAu/x4GJ1Z0cTeg0T8FAvpwVc6tZOquq+IFCCHEckYKymBJmIsKp3l1E+7rpHoixY1+QNYvrmFkf4Nqz57J57wAZw+Td58wbsbau0vqpd7HBfIUdyge3QRJCCCGEGM/zzz/PySefTHl5OR6PhwsuuIBHHnlk1GN/9KMfcdJJJ7F69WrS6TQvv/wyF1xwAQBXXXXVmOuEOJ4YoW70tk2YRmFxVGtYgPvyL0xatrHRsxu1vAE1W6g+WkUTE+tQzhWdPU4b06q8dPRFDzhGxDBMWrsjBV3CjdXefNbwkpmjFZSt4nEwlspHV/g9dgCqArkO5ShOu0a5f2TsSO7YjbutjOap7FAWQggxku1wX4A4PhixQdaFHmFH7HSeeKUVgLWLrFvZzlvdRH8oQWO1l5py94i1uceKDeYLRlMoCjRUeQ86E0wIIYQQYjzd3d3U1NTkv66treWtt94acVw4HOauu+7iwQcfBGBgYACfz4fNZm3Da2pq6OrqmvDrV1VNXXfecDU1UsQphbxPpcu9V/2bHmLwuT/S/JmfobmH//fth+nTJu31witOw0ynCByFv0fD/7uKJnSqK72U+RzoGYOycg8OuzbmWs1mPTe9sZx5M8M8/to+VIed6lE+fxXT2hUmlTZYOre64JqWz62mvTfConm1I9bMmFZuXYfdhqka1rVMK6Omxs+MhgDPbeigezBBU52PutrAiPVNgwkAtrUFURVYubgel2Pscob8P1g6ea9KJ+9V6eS9Ks3R/D5JQVlMCbWsDhOVOm2QB57eyawGP7UV1q1MiqKM2pmc47RrVPiddPWPX1AORZMEPA4aq73s7ZycjDUhhBBCiNEYhlFwW75pmgVf5zzwwAOce+65VFVVjXncaOuK6euLYBiTN6SsFDU1fnp6ZI9VzLH8PhnxEIrLf0D/zY5m+HsV3f46as1M+iMmRArfv+Rr96NWNGGfdeLBv2i9dY6j7fdo+HuV1g0SqQwqJqaeAaBl3wBlvrEHCvb0R1EVhXAwRsBpFZff3tZ1QFEOb2zpBKDCYy94H9977jzSujHqe2vqVof03rbB/J9dmZROT08Yl03FNGHT7j5OXFA76nojZa3fvLufukoP4WCcsX4Hj+X/ByebvFelk/eqdPJelWaq3idVVQ5JI4JEXogpoWh2DF819VqQcCzN2kV1E1pfV+Gme7BI5EUkRZnXQUOVh57BOKl05mAuWQghhBBiTPX19fT09OS/7unpobZ2ZFfeY489xsUXX5z/urKyknA4TCaTGXedEEcSfd8GEs/9itgf/43ki78/4KiEsZjJKEb3TmyNS0Z9Pr35KfS9rx/06xiRPvSWtzD15EGf63CKZoeV+1w23C6rR6xYjnI8kcHt1FAUhWnVXgA6DiBHOZnKsHFXP5o6dJ4cn9tOxShxFQABjxV5EYqmCMet6/dnH6sKWGv0jDlqfrJ1rBV5kTFMmiXuQgghDjspKIspY69sol4Loihw0gQLyrUVnqIdysFoioDPwbRqLybkhzoIIYQQQky2devWsX79evr7+4nH4zz66KOcccYZBceYpsnGjRtZtWpV/jG73c7q1at5+OGHAbjvvvtGrBPiSKO3vEV667PYZp1I+q1HSDz1f5jG5DVv6O1bwDTRmpaO+rzirShpKF+mv43kS38g+eJdpLc9N/J1Wt4k/sh/YSYiB33Nh1M0W5D1uu14nFahdXiO8r6eCG/v6itYE0um8xnHfo8dr8s2oUHmO9uDfPcPb3Ljfz/Dcxs6mT+9HJtWejkhl6EciqYIR/fLUC5z5Y+rrxq9oOx12/O/lvxkIYQ4/KSgLKaMraqRGjXEitkVY/7keix1FW4i8TSx7E/jRxOM5jqUsz9xl8F8QgghhDhE6urq+MxnPsP73/9+rrzySi699FKWL1/ORz7yEd5++20A+vv7sdvtOJ2F+55bbrmFu+66i4svvphXXnmFT3/604fhOxCidGYqjuL04lz3PhwnvhN927Mk/vo/mHqq+OIS6HteBYcbrW7OqM+r3grMaP/45+jYSuz+r5B688+kNvwVveXNEccYfa3g8KB4Rw6NO5pEhheUR+lQfuC5Pfzs4c0Fa+LJDJ5sQTnXpbytdZAdbUGMIh3nGcPgR/dvZHdHiDNXTOOz717JZ65bMaFrtmkqXpctO5QvjcdpyxekKwMuciEq9WN0KNs0NX/9M+oOT4a8EEKIIZKhLKaM1riYdCTGjWeOfivbeGorsoP5BuPMrLePeN4wTULRFGVeJ/WVbhQFOibwE3chhBBCiIm67LLLuOyyywoe+8lPfpL/dVVVFc89N7JLsrGxkV/96leH/PqEmDSpGIrDhaIoOE+8AsXlJfncr4n/+b9wX/JZFHXsYXClsDUtRatqRlFH/3iqeCsw9m0Yc72+53Xij/8A1V+N++J/QfVZucBGdAAyadSAFSuT6W9Fq5o+aRnQh0s0243sc9mx26yi7PAO5b5gglA0jWGaqNnvNZbU8x3KACfOr+EPT+7kq796lYDHzukrpvHO02ejqiPfm1e29NAbTPDJq5ZxwvyaEc+XKuB1EIqk0DQl350MVrG4zOcgGElRN0ZBGayO5lhSlw5lIYQ4AkhBWUwZ27RFVE9bdEDB43XZAX5d/XFm1o+c+htL6GQMkzKvA7tNo6bcTbt0KAshhBBCCHHQzHQCHEOFPseSc1GcPszY4EEXkwHs89aN+7zqrYR0wuqUdrhHPJ/pb0GtbMJ90T+huqxio2kaxP74b2jTl+M++yOYpoHRvw/7/NMO+noPt6EO5aEu3+Edyv2hBIZpEo2n8znF8aROVWAoWuL8NTM4bXkDb+3q4+XN3Ty0fi9dA3E+cunifJEarOieP7+wl4YqDyvnVR/UdZd5HQRjKWyqgj8bgZFTVebCpqk47WP/9+T3ONAzBj73yAYjIYQQU0sKymJKZfr3kcILVExoXU2uQ3lg9CJxMGIN1ijzWRuTaVVeOnqlQ1kIIYQQQoiDZaZiKM7CAWz2uSdPyrlTGx5Dq5uLVjNzzGO0xsU4170P9usszgy0o1VMw7HqchzLL0KxDRUpFUVFm7aITNtGTNPEDPdCOoFaNX1Srvtwyg/lc9uHOpCzj6V1g2A2ozgYTRUUlId3KAN4XHZOXlzPyYvreeTFFu762w7iiTT/76pluBzWsRv39NPSHeGDFy3Mv9aBCngd7OkMY7ep1JYX/mDgvNXTiRcZLPiOExtJpY2DugYhhBCTQzKUxZSKP/o9+p/8zYTXOe0aFX4nbWMUiXObprLsT7obqjx09sfIGLLhEEIIIYQQ4mDYF501amevaWSIPfwtkm88fEDn1SMDJNf/2spQHodW3Yxj6bkodqvD1jRNki//kdjdN5Pp2oGiKAXF5Py6piWYsUGMgTYwTWzzTkWrHT2n+WgSiafRVAWnXcNuU7FpSr5DeSCcyB8Xig5lXMeTej5veTQXrp3Bhy5exOa9g3z1V6+xqz0EwJ9faKHc5+DkJfUHfd0Bj8MayhdL54f05axZVMeZKxvHXX/y4nrOWDHtoK9DCCHEwZOCsphStmkLie/diGmM/9Pn0SyYUc7mvQOjDo3IFZQD+YKyl4xh0jOYGHGsEEIIIYQQonSOhWeO2pGsqBpmIkKm5Y0DOm9k47PZQu8p4x5nZnTSu18lM9AGQPqtR0i9/iD2Baej1swec52taSkAmX0bUcvqcJ/9EbTKpgO61iNJNK7jc9utQrqi4HHaiGczlPtDyfxxuYKyaZojMpRHc9ryBm68ZhmReIr/+OUr/OC+DWzeO8D5J80oiME4UAGvg0QqQziaKshQFkIIcfSRgrKYUtr05ZjJGJnOHRNeu2xWFeFYmpaukfnLwUiuQ9maot5QbWW8SeyFEEIIIYQQB0fftwEj3DPqc7ampWS6dmCm4hM+b+Ttp1BrZqGVF+s6NUn89Xvou17BSIRJvvYA2owVOE+/AUUd+yOt6qtCLatHb9tIpq8VIx6a8DUeiaLxNN5hOcIelz3fodwXGtmhnEhlME3wFCkoAyyfU81/fORkzlndxKtbu3E7bZy5cnK6gnPNPybgd4/sKBdCCHH0kIKymFK2xsWgamRa35rw2iWzKgF4e1f/iOdCsRR2m4rbaQ1xmFZlZby190lBWQghhBBCiANlGjrxh79Fevvzoz6vNS0B0yDTvmVC5830t5Hq2o197vjdyQCKZkdxBzCj/aReewD0BM6170IpIdPXtuA0tMom4n/9HslnfzmhazxSRRNpfMPiKzwuG7F8h7JVUNZUhWDMKijnsolzn5WKcTttXH/ufL78oTV87j2rinY2l6psWMyF3ysdykIIcTSTgrKYUorDjWv6QvTWtye8NuB10FzvZ8OuvhHPBSMpyryO/KbS7bRRXeZiy96Bg75mIYQQQgghjlspq0Cp2N2jPq3VzQWbA71tw4ROq+96CRQV25y1JR2veCswQt3ou1/FvuB0tIrSumadKy/FccLlmKHuY2IgH1gZygUdyk5bvkO5P5wk4LET8DryHcpDBeWJFYabanw01/sn6aopyE3ODQsUQghxdJKCsphy/hXvwDZjBaY58YF5y2ZXsrMtlJ9inBOKJgt+4g1w5sppbNwzwN7OkREZQgghhBBCiOJyURaKY/SCsqLZ0RoWkuneNaHz2heeQd1V/4zqKSvpeMVTgZmI4L3uqzjXXDeh19L3bQRAq5wxoXVHqmhC3y/yYqhDuS+UoCLgyhaUrc9M8WTGOm6SOo0PVEGHsls6lIUQ4mgmBWUx5fzLzsK55hoUZeL/+S2dVYVhmmzaU9h5HIymRkwKPntVIy6Hxp9f3Dvh19m8d4CewYnnwAkhhBBCCHGwzFSc9I71mKMMoz7gcyYipLc9N+FzmqmY9QuHZ8xjXGd9GM8VN4/6nBELkt718ojHVV8V3oUjB/2Nx+hvRbG7UFy+Ca1L/PV71mtWHf0D+cDqUPa5xuhQDiWpCrgo8zoIRq0BfbED7FCebMO7kvf/7CaEEOLoIgVlcVgYoR70ljcnvG5OYwC308bb+8VeBKMpynzOgsc8Ljtnr2rk5S3ddA/EJvQ6/3vfBv78YsuEr08IIYQQQoiDlXzlHhJP/IhMx8RyiceTWP8bEk/+BH3PqxNaZ6azkRdjdCgDqO4Aijp6Pm/y2V+SeOz7BQPx9PbNJF74HZlE6fNO7HPWoPiqMI2J3+XoXHsdircCxVc94bVHmlQ6Q1o38LqHisPubIeyaZr0hRJUBpwEPCMjLzyuw1tQttvUfJe0TzqUhRDiqCYFZXFYpN54kPjjP8Q09Amt01SVJTMr2LC7P99doWcMIrE0Ac/ITcl5J01HUxUeeam15NcwDJNIPE00ni5+sBBCCCGEEJMtW8TFyEzeOXWruJh66W7MCZxXsTnQGpegeMrHPS7+5E+IP3nHiMdNQ0fxV6O6A0OXsutl0pufRLU7Rxw/Fvu8dfiuvx1FnfhHWMeKi/G999slDfE70kWyn1H2z1DWMwahaIpkKkNVNvIiHEtjmOYBZygfCgGvA4/Thk2TUoQQQhzN5E9xcVho05dDOk6ma+eE1y6dXcVAOElbr9XREI6lMWFEhzJAuc/JuqUNPPtWB8FIsqTzR7P5zLlbw4QQQgghhJhSmh2cXmxNSyftlO7zPonr3P+HEewkveXp0i+lZhaeSz5bfAieCZm9b4yYk2KG+1ArmjCT0fxz+r4NaA0LUbTDX+A82kSzWckFkRfZX7f2RACozBaUM4ZJLKEfMZEXYBWU/RJ3IYQQRz0pKIvDwta4BBSNzAHEXiydVQmQj73I3cq1/1C+nIvWziCTMfjb620lnT+3SYtLQVkIIYQQQhwGZjyE6i7DSEzOcGkj1INpmthmrUarn096419LzlI2M+mS7irUGuZjJiOYoZ6htYaBEerETISI/OpTZDq2YoS6MUPdk1osPxYkUxn++NROfv/E9nGPG6tDGWBft9VwUxlw5j8bBaMp4kkdTVVw2A7/x/8zVjTwjlWNh/syhBBCHKTD/zeKOC4pDjda02LS25+fcOxFZcBFc52f59/uxDTN/LCJsQrKdZUe6qs8+Y7mYnJRF1JQFkIIIYQQh4NaOR0j2En0l/+ImSw9Z3g0ZjpJ9O6bSb18N4qiWAP0Lv9iyfEPqbf+QuSOD2NmIzPGolXNACDTNzSHxIz0QkbHPvcU0Gzo259H37cRAFvTkgP8jqzGkv+55+1JHVp4OL2+rYeb73iBh9bv5S8vteYbZkaT+6wyPIM4l428L9uhnIu8AKv5JpbUcTttR0Tkx7qlDZx30vTDfRlCCCEOkhSUxWHjWHIOZmwQfXfhYBAzEcHUx4+nOHd1E229Ud7e1U8wMn6Hcu654Dgbs+FyP/WPJaSgLIQQQgghpp7zxCtwX/wvAGS6dx3UufQ9r4KetCLnADVQi+L0YppmaQXZVAxUzYrhGIda0QiKgtG/b+hBmwPHCVegNS7BNutE0rteQd/7Ooq3EqWs/oC/p427+3ltW89REVGXTGdIpqx/DGPk+/3Q+j187563cTltXH/uPAA27e0f83yRbDyfd9iAvaEO5QiaqhDwOvIF5WA0STyp43aOPjRRCCGEOBBSUBaHjTZ9OY4TLkermVXweHrPqyTX/27ctWsX11Hhd/KXl1ryheLAeAVln3Pcn/QPl8tQlg5lIYQQQghxOBixIFp1M6CQ6Z74zJHh0jvWo/iq0Orn5R/T975O5Gf/gDHYXnS9mU6gODxFu1sVmwO1rL6goKx6ynGufidaxTTs806FdBytYSGusz96UN2yuS7dgXBpM1IOl4fW7+Hjtz/Fx//L+ufmO15EzwxlTKd1g7+81MrS2ZXccsNJvOOEJrwuGxt3j11QHq9Dub0vSoXfiaoo+WabUDRNPKEfEfnJQgghjh1SUBaHjaKoOFdfhRqoLXjcGGgnvfVpzERkzLU2TeXc1U1s3jvAW7v6cDttOOxj/9Q94Bm9Q/m2n7/Mg8/tLngsErcKySndKNjwCSGEEEIIcaiZeoronZ8itekJ1IrGg+pQNmKDZPZtwD73FBRl2Ec/hwf0FGZ0oPj1pGJgd5X0eu5LPofr3E/kv850bifTY+21tYaFKJ5yMp3bsE1bOLFvZD+5mSeDR3hBedOeAarLXFx79hzOWz2dzv4YL23uyj//6tZuIvE0F5w0A5umoqoKi2ZWsmnPwJjd49G4jt2mFnz2yXUo6xmTqoD1e+Vx2dBUhVA2Q9kjBWUhhBCTSArK4rBLb32G5Kv3o+99nfhj38fWvAqMDOmdL4677swVjbgcGjv2BceNuwAo8zlIpjIkUkNdxxnDYG9XmJbuwsJ17qf+wFFxG50QQgghhDh2mPEgAKq7DK12NpnunQecFazvfBFME9u8dQWPq15ryHVpBeU4isNT0uup3goUdajQmXz5bpLP/wYARVVRZ51EOtR70NnHkaOgQ9k0TVq7IyxqruCitc28+5y5NNZ4+fOLLfnv/8nX26gtd7NoZkV+3ZKZFQyEk7T3xUY9byiWKuhOhqEOZbDmzQCoioLfY89mKGekQ1kIIcSkkoKyOOwy3btIvfEgiad/jjHYgVY3F7VyOultz427zuOycebKacD4+cnDnx8eexGKpjFNCO/XuZyLvACJvRBCCCGEEFPLjIcAUDwBa1/sKcNMhA/oXIq7DNu8dWgV0wof95YDYETHjlYYuiATxVlaQTkz0EbsoW/mu5KNwQ7U8qGs5PX2U7h932pS+sHdBZjbrw9EjtyCciiaIhJP01TrA0BRFC5aO4O2nihv7eyjrSfCtn1Bzlw1DXVY/MeSmVaxf9MYsRddAzHqKtwFj9ltGjbN+mhfGXDmHw94HYRiKeLJtHQoCyGEmFRSUBaHnX3JuZDRMRNhXGd+GEWzYZ+/DqNnF5kiuW7nrZ6OpiqU+UotKA8Vi3MdDaFYuuDYSFwKykIIIYQQ4vAwY9mCsrsM+8Iz8F77VVR3wHrOmNje1D73ZNxnf3TE44pmR3EHMCPFO5Q9F/0T7ks+V9LrKXYXmbZNZHp2YyajmPEQanlD/vn+qMG+VID+UKL0b2IUuf36kRx50dpj3QU5vcaXf2zNojqqAk7+/MJennyjHZumcOqyhoJ11eVu6ircbNwzsqBsmiadfTHqK0cW+HNdyrnIC7AKykHpUBZCCHEISEFZHHZaZSOOFRfjPPV9aDUzAbDNPQUUFX3HC+OurQy4+IfLl3DR2uZxjxs+5TgnX1Ae0aE8tFGPJaSgLIQQQgghpo6RjbxQskVksHKVjUgfsT/+G+ki++Mcfd8GMgNtYz6veCvy8RrFlDpAT/FWgsON0b8PY7ADoKCgnGvWOJioCtM0iWZnngxGShu6fTi0ZmP1ch3KYM2BOf+kGWzbF+SpN9pZvaCWgGdkY8ziWZVsbRkcMc8lHE8TTejUV3lHrMl1IFcOKyiXeRwEI0kSSRnKJ4QQYnLJ3yriiOBce13B16qnHPcln0OrnV107eqFtUWPKcsXlIc2nYPZW+RiSR09Y+RvE4vE05T7HAxGUtKhLIQQQgghppahg8OTLyjHH/8hmZ5d1h19qbhVCE5GSb5yL84116LYnSNOYZoGiad/hlrRiOeifxr1ZTyX3lTSsL3Yg1/DNvMEHMsuKHqsoiholdPJ9LXk9/Fq2VBBOTefpD904AXleDKDkc0gPpIzlPd1R6jwO0fkHZ+xYhoPPLebaELnrFWNo65dOrOSv73Wxs62IAtmDOUrd2ZzlRuqxutQHhZ5kf1MA0hBWQghxKSSDmVxxLJNW4hiGz/KolR+jwNFgeCwLobhG9DwsNiLaDxNTbmVSyZD+YQQQgghxFRyLDkX/w0/QNGsQqTqr8YMdYOh47nsJmwNC8h0bCO96XFiD/8nZmbkfjXTsQ0z0od93iljvo7icBftPDZNk0zndsx46RnOauV0jP59KC4/tuZVKIHq/HP5gnL4wCMvcvnJdptacobyjrYgDzy7+4Beb0dbkD89v2fE4zvbgjy0fs+YAwZbu6NMH9adnON0aLzzjNmsmlfNvKayUdcumFGBqihs2C9HubPfKiiPGnkxRody/nmXFJSFEEJMHikoiyNa4tlfkXj6Zwd9HlVV8HusoRQ5wwvKw2Mvogmd6jKroByXyAshhBBCCHEY2eadgq15FZ7Lv4BWbcW82WauwnXGhzC6dqC3vjlijb7jebC7sM08Yczzpne/SvT+r2Dq48RG6CkwDXCUNpQPQK2aDukEavk03Bd8CkUdKmTGJ6FDOZefPK3KSziaGhELsT89Y/B/D23mvmd35+9QnIjHX93HPU/vYkfbUDyIYZr89OHN/PGpXazf2Dnqa3b0RWmqGVlQBnjHCU3849XLxyzoe1w2Zk8LsHG/gnJHXxS7TS3ISR6+xu20FXQiB4YNLpcOZSGEEJNJCsriyKYopLc9h5Gddn0wAh5HQYfyYCSJplqbuFyhOWMYxJM61WXWJk06lIUQQgghxFSKP/o9Ek/9NP+1VtGI+4JPoZbVFxxnm7cOxR1A376+4HFTT5He9TK2mSei2EbGYeSl4xhdOzBjg2MeYqasjljFUTwaI39dM0/Ac/VtmHoCUy8s4MaTGeDgoipyHcpNNV5MCu9AHM0zb3XQle3s3bGvtMzo4Vq6rO7sP7+wN//Ymzt66eiL4XPb+e1j2wti9QA6+mJkDJOm2pFZx6Va1FzB3q5wQQRfZ1+MugoPqjqyEL1uaT2XriucKzO8oOyRgrIQQohJVFJBORKxBgps2rSJ++67j3Q6XWSFEJPDvuQdYOiktzx10Ocq8zlGZCg3VlubvFyHcm4gX8DrwOXQ8pteIYQQQgghpkJmoA0zXTwSQlE1bHPWou99AzMZzT+u73kNUnHs89aNv95bCYAR6R/zGDMVt46dSIeyO4BaMY3YPbeSeu2BgufikxB5ketQzg27Gy/2IpHSuf/Z3cxpDOCwqWyfYEE5mcrQmS0cv769l/Ze633+8wstVAVcfO49q0imM/z6r9sK1u3LDuSbXuuf0OsNN6+pDNOEXR1DjTUd/THqR8lPBlg+p3rEoHLpUBZCCHGoFC0of/e73+WWW26hvb2dD3/4w9xzzz3ceuutU3BpQoBWPg2tcQnpTX/DNA6uuFvmdRCKDm04B8JJZtRZm7xch3I0u0H1Zm8ZiyXlhydCCCGEEGLqmPFgfiBfMfZ5p6I43GQG2vOPaY2Lcay+Cm3aonHXql5r2JsZHbugTDpXUC69Qxkg+fxvwMiM6KqejKF80bh1jlycxOA43c6PvtxKKJriXWfPY1ZDgO37Bif0Wq09EUzgmrPm4LCp/PnFvWxrHWRHW5AL1kynqdbH5afO4pUt3by6tadgnU1TqK90T/j7y5nTWIaiwPZW65rTeoaewTgNo+Qnj6WwoKwd8LUIIYQQ+ytaUH7qqaf4yle+wqOPPsoll1zCL3/5S7Zs2TIV1yYEAPYl52BG+9H3vn5Q5ynzOghG05imSTypk0hlaKjyYLephKNW4Ti3QfW57XhcNulQFkIIIYQQk8o0zXzn74jn9BSk4iUXlNXqZrzv+za2+nn5c6vuAM4TLkdRx/+op2QLykZ0YOzzVzTheeetaHXzSrqenPSWp6315Q35xwzDJJnK4LRrxJN6QZTDROQaQJpqrDsNx4rPCEVT/PnFFk6YX8PcpjLmTS+jpStCMlX6/j4Xd7FkZiWnL5/GCxu7+MOTO/C57Zy+fBoAF66dwYxaH3c+ujUfx9HaHWFatRetyO/BeNxOG001vnx2c0dvFNOEhjE6lEfjc9tRsznNEnkhhBBiMpX0N5zb7eb555/n5JNPBiCVGj+nSojJZJuxErWsHjPUU/zgcQS8DvSMlZGcG8hR7nda2crZyItIdhPoddtxO20HvNEVQgghhBBiNPrWZ4j8/OMYoe4Rz5nZuSGKp6ykcymKgqLaMJNRjEg/sT/+G+k9r5W21u4Ch3vcDmXF7kSrmYniHMoCzhhG0QxkW/NKoLCgHE9Z++pp1VZB9EBzlCOJNG6nRsDrwKapY0ZePPjcHtJpg6vPnA3A3MZyDNNkV3vpsRctXWG8LhuVAScXrJmOacLOthDnnNiE02F1/No0lQ9evIhwLM3vH98BWJEX08cYyDcR85rK2NkWImMY+RiNsSIvRqMqCn6PHZDICyGEEJOraEG5oqKCW2+9lQ0bNrBu3Tq+9a1vUVtbOxXXJgQAiqriufY/cKy46KDOU5a95SsYTeU3sBU+JwGvnfAokRcep02G8gkhhBBCiEmV3mEN0cv0tY54LldQVkvsUAYwExEid36a2AP/gdHfOqG17gv/CceKi8d8Xu/cRmL9bws6qp95q4PP/3j9uI0XrrM/gueqWwsK0bHsrJLGaqvQeqA5ytF4Gq/LjqIolPsc+UaR4boHYjz5RhtnrGigocq6hrmNARRge1vpBeW9XRFm1PlRFIXqcjdrF9fhdGicc2JTwXHN9X4uXDuDZ9/u4IWNnQSjKabXHnxBeW5TGcl0hn3d0aGC8gQiL8D6DKSpCnbbgXdLCyGEEPsr+rfKN77xDWpra/nRj36E2+1GURS+8Y1vTMW1CZGnqBpmJk2me9cBnyNfUI4MKyj7nfg9jhEZyj63HY/TRjxRWkH58Vf3sXvYwAwhhBBCCCHGY4ZH3n2nVs/A++7/LJp/PJzi8qHVzMKM9GGbtRqtbm7Ja23181B9VWM+b3TvJv32X8A08o+1dkdIpcfvUlZsTrTqmQWP5QrQjbmoigPMUY4mdLxuq+u23O8cNUP5nqd3oWkKl582K/+Yx2WnscZb8mA+PWPQ1hOhuW5osN77L1jAbR9agy/7+sNdcdpM6io9/PRhKx6yaRIKyvObygHYtm+Qtp4IFX4nLsfEOo0DXgdupw0lG30hhBBCTIaiBeXq6mre//73s2zZMjZt2sScOXMoKyvtFiwhJlNy/W+J/ekbmKnYAa0P+JyANYCvIPLC6yCUj7zQURRwOXND+YoXlNN6ht88to1n3uo4oOsSQgghhBDHD61pGQBq7ewRzymqDTVQY8VRTIB90Vlgc+A86eoJrdNb3iL50h/GfD6/77YPDZfrHbQ6i8eKmhhLrqDcUOVFAfoPNPIinsbnsoqqFT7niML27o4QL23u5vyTZlCe3f/nzGsqZ2dbEMMwi75OR18MPWMyo26oMOx0aNSUjz5oz27T+OBFC8lkrOL7ZBSUKwMuKgNOduwLsq87POHuZIDpdT6mTSAmQwghhChF0YLyd7/7XW655Rba29v58Ic/zD333MOtt946BZcmRCH7gtNBT5Le9twBrd+/Q9njtOG0awQ8DsIxa1hf7hY6VVHyGcqmOf6Gs703hmkiectCCCGEEKIo58qL8X/059jq5494Lr3zJRJP/R/msI7gUtjmnoLv/f9TkFlcikz3TlJvPIxpjL6PNdMJsLsKBvz1Bq34i9E6g8eTa9Twe+wEvA76QwcReZHtEK7wOxmIJPP7ddM0+cPfrKF5F62dMWLt3KYyEqkM+3oiRV8nN5BvxrAO5WLmTy/nwrUzaK7zE/A4Sl43nrmNZWzfN8i+7siEBvLlXH3mHD733hMm5VqEEEKInKIF5aeeeoqvfOUrPProo1xyySX88pe/ZMuWLVNxbUIU0GpmodbOJr3x8aJF3tF4XDY0VclnKFf4rY6FgMdOxjCJJXWiiaENqtupkTFMUvr4G/q2XmtDKgVlIYQQQggxHjOdIDPYjhHqJr37lRHPZzq3kd79CooysbxbRVFQbBMvYCreCsDEjI0RA5GKoTiGOnIN06Qn16E8wYJybq/scdqsQvDBdCjnIi98TlJpI3/uDbv72dIyyOWnzhx1CN28JutO21JiL/Z2hXHY1Ql3BV979lz+7YbVE1oznnlN5QxGUsQSej4PeiJURUGVuAshhBCTrKSditvt5vnnn+fkk08GIJVKHdKLEmIsjsXnYAQ7ybRtmvBaVVEIeB0Eo0kGI0nKcwXlbOdyKJoquIXO47I2qsUKxft6osDQoJGJemlzF10DBxbjIYQQQgghjh6Zjm3E7voCyfW/JfHX/8FMRgueN+MhFPfUxQuq3krrdaMDoz5vpuIFBeVgJIWejXSYeORFBgC3y0ZlwHVAkReGaRJL6HhdQx3KMFTcfuLVfVT4nZy1qnHU9VUBFxV+J9v3DRZ9rZauCNNrfKjqxIuxk5lXnCuCw8QH8gkhhBCHStGCckVFBbfeeisbNmxg3bp1fOtb36K2tnYqrk2IEWyzT0Jx+UlvfOyA1pd5HYSiaatDOZup5h9WUI7G9YIOZSheUG7LFpQPpEPZME1+8uAm/vZa24TXCiGEEEKIo4sRtGZu2GZaEQTGYOEMDjMeRHUHpux6rA5lMKL9oz5vn38ajhWX5L/OxV3A+JEXuztC/OzhzRjD7iqMDetQrvQ7DyjyIpbQMSHfoZwvKEeShGIpNuzu5+TFddi00T/mKorCvKYyNu7u568vt9IzGB/1OMM0ae0OTyju4lBpqvHhclifSw4k8kIIIYQ4FIoWlL/xjW9QW1vLj3/8Y9xuN4qi8I1vfGMqrk2IERSbA+fJ78K+8IwDWh/wOhgIJwhGU0Mdytl8s3AsbUVeZDsePNnb5Ip1Hucy2EoZ4Le/WEK34jYm0N2cSmcKNudCCCGEEOLoYAx2gNOLVj9v6OthzFgQZQoLymq2oGxGrA5lfd8GYg99E1O37ki1Na/EPv/U/PG5Amx1mWvcyIrXtvXwzFsdhKNDd7bGEzp2m4pNU6kMuEikMkTj6QldbzRhHe91W/v0cp+1jx8IJ3l5czcZw+SUpfXjnuP8k2ZQ5nPy28e3868/XM/tv3t9xDG9g3HiyUzBQL7DRVUV5jSW4XRo+c8vQgghxOE2MlhqP9XV1VxxxRW89NJLbN68mWuuuYbq6uqpuDYhRmWff9oBry3zOti4ux/THOpoyEVeBLORF7kNqsdZPPIilrC6nTVVKdqhnEhZm2ht2FCTSHYTXWox2jBNbvrRei46uZnzVk8vaY0QQgghhDgyGIMdqOUNKP4aUDWMYGfh8/EQ2hRGXuD04lz7LrRpCwDo2Pgq5W2bSLZtxdW8DL3lTRRPOVp1MwC92fzkuU1lbN47ekwGWPvq3L/LsncFxpJ6Ptc4tw/vDcbxaKXHQ+T2zsMzlMHqln5jRx/Ta3001YxfBJ49LcBXPryWrv4YDzy3h/UbOwlFU/nPBGDFXcDEBvIdSlecOotoOiNZyEIIIY4YRTuUn3nmGa6++moee+wxHn/8ca655hoee+zA4gaEmCxGdIDYQ/9JpnvXhNaV+RxkDKu7Nxd54XPbUIDBSJJEKpPfoOYiL8Yr9rb1WnEXM+p8JFIZDGP0zmHTNPnSHS/xyIstBY+HY9Zmu9S4jFA0xWAkRWv3yMnUO/YF85tsIYQQQghx5DEGO9HKG1BUDTVQN6JD2XXmh7AvOH3KrkdRFBwrLkKrngnAH/sXopsq8T1vAZB4+mekNz2eP74nGKfc56CmzE0omiJjjD68Ohix9rih2LAO5WEF5cpAtqC8X+SEYZjc+ehWbr7jRdKjDMaOxq09c+6OQoddw+uysaVlkN0dIU5ZMn538nB1lR7WZbuZc3v6nJbuMKqi0FQz8SF4h8LcpjLOXdN8uC9DCCGEyCtaUP7ud7/LnXfeyfe//31++MMf8pvf/Ib/+Z//mYprE2JMis2BMdhO4qn/w8yUXkQt8w7dJpbrjNBUFa/bTmefNRgvt0HNbXjHKyjnBvLNayoHIJ4a/dh4MkNfKEF7b+HwvXBsYh3KfUGrK2T/zLq0bvCN37zGY6+0lnQeIYQQQggxtcyMjlpWh1ozCwDbnDWo2UJujn3WarSamSMXH0KZ7l2kd7xA8PH/o621i916DXRYA7DNVAzsQ0P5egYT1JS7qfA7MU0IRUffhwej1l41FC0sKHuyDRuVfhdQWFBO6wY/vH8DT7zWRntvlJ1twRHnje7XoQzWnn7z3gEUBdYurpvQ996YLRi39RQ2a7R0RZhW7cFu0yZ0PiGEEOJ4UbSgnE6nmTt3bv7refPmkclkDulFCVGM4vTiOv2DGANtpF69P/94pr+V1KYnxlw3/Fa24RlkZV4H7X1WcTi3QfW4rILyeN3DbT0R3E6NxmprMxofIwt5IGwVgod3acDQbXuldij3ZYeX7D9VezCSJGOYDE5w2rYQQgghhJgaimbDc/kXcCx+BwDOE6/EecLl+eeNSD+pDY9hRMeOkjgUUhv+SuKJH6LufAa/Gmdrehq2UJt1HXoKxTE0CK43GKe6zJ2PmhgrRznfoTys4Dy8Q7nM50BRhiI0Eimd/777TV7Z2sOVp81CVRQ27hk5KDCSz1AeKijn9vSLmyvyDSOlKvM68LpsIzqU93YdGQP5hBBCiCNV0YKyy+Xi7bffzn/99ttv43a7x1khxNSwzViOfcHppN58iPhf/wfTMEhvfZbkc3dihHtGXVOWLShrqoLfM7QR9XvsdA9YHRK5DGWnXUNVxs9G3tcTpbHaly8+j9Vp3J/dbA8fTAJDkRelDuXLFZT371DOTcnOdTwLIYQQQogji6mnMM2hGAfTyGAEOzFT1h7U6G8h+fydmNGRhdRDSfVVArCN2fQ7prE13UBGc+aj5RSH9dlPzxgMhJLUlLvyhdvRCsqGYeabKIZ3KMeSen7otU1TKfM66B2MYxgmP7x/I5v3DvKhixdx+WmzmN0YYOPuke9DNJ5GYWh4NgzF2J08gbiLHEVRaKz20tYzVFAORlMEIykpKAshhBDjKFpQ/uxnP8vHPvYxrr/+et773vfy0Y9+lH/5l3+ZimsToijnKe9B8VWR6W/FjPbjWHY+oJB66y+jHp8rKJf7HAVDLQLeoWzlXOSFoii4ndqYxV7TNGnridBY4813W4xVfM5ttoOx/QvKQx3Kpjl6/vJwuciLaEInlR66UyB3fikoCyGEEEIcmVKvPUDkF/8PM5s7bPTuIfr7m8h0bAEg07ENAMVXNaXXpVY0Ymp2/jC4jLNWNdKaqeKV5Z9Hq55hXU+2oNwXTGACNeXufFfwaHfHheNpctvaXPQFFHYoA1QGXPQOxrn3mV28tbOP9543j9OWNwCwdGYlezvDI+aDROM6HpcNVR3axzfW+PC57Zwwv+aAvv/GGh9tvdH8XrylKwxAc934w/2EEEKI45mt2AGrV6/moYce4s0338QwDFauXElFRcVUXJsQRSkOD95rvwqqDUW1fj5im3cy6S1P4zjxClRXYWdBLvKifL/b4QKeoSiM4ZlsbqdtzCLxYCRFNKHTVOMrmrec6yCOxNIYppkvZucKwBnDJK0bOOzj57TlCsrW6yeprbBuQcx3QO9XsBZCCCGEEEcGY7AD1VOe37OqZfX5x42qZlIb/opt7imonvIpvS7b3FN4bG+Avr4ezl7VyIPP7SGSMMA0sc1ajVJm5RL3BK1O6uoyF36PHU1VRu1QDg4rMu/foVxQUPY7eWtXP29s7+GsldM4+4Sm/HOLZ1Vy37O72bSnnzWLhnKRI4l0QdwFwLknNnH68oaCc09EY42XeFJnIJykMuDKF5Sn10qHshBCCDGWoh3KAOXl5Zx55pmcffbZVFRU8J73vOdQX5cQJVNsjvzGHMCx4mLIpEhvfHzEsS6HhsOu5m+Ny/EPy1bOdSiDdTtdPDl6ZnhbrzW8o7HaWzRvOVfwzRhmQcdzOF64yS6mL5TE6bCKzsM38BJ5IYQQQghxZDOCHajlDfmvFacXxR3AGOwg9ep9YJo4T7pqyq/LNOG5rUGWzqqkzOfE47Lh7ttC9O6bcax+J7b6+cBQ3nFNuRtVUSj3OUYvKGeLyD63nWA2Q1nPGKTSRmFUhd9FKp1hXlMZ1583v+Acsxr8uJ02Nu2XoxyNpwv26gCqqhxwMRnIz0LJ5Sjv7YpQU+7K7++FEEIIMVJJBeX9bd26dbKvQ4hJo1U0os1YSXrL0/lbCnMUReGM5dM4cUFtweOBbJ6ymo25yHE7bcQSoxdpc1lrhZEXoxefB0JDncXBYZ0akVjhoJJi+kIJZjcErHMO6/7IbeZjSR09Y4y6VgghhBBCHB5WXnJXvis5Ry1vQO/cRnrH89gXvwPVf2CxDQdja8sAA+Ekpyy1rs3ncdBtlIGeQt/xQn4/3TMYx6Yp+YF85X7nqJEXucem1/ryWcqJlLVHHl74XTSzggXNFXzincuwaYUfSzVVZVFzBRt39xfEwkXi6YK7CSdDY40VbZHb27fIQD4hhBCiqAMqKAtxpHOtux7PVbcWdC7nXH/efNYurit4LBeF4XXbUIZlK3tcNmJjFIn39UQo8zrwexz5bouxis/94STebJfD8MF84djQprhYh3IsoRNP6sxpLANgMDx0nv7Q0GZ+/6w5IYQQQghxeJnhXjAyBR3KAGpZAySieK/+Cs4TLj8s17a3y7rrbsksazifz22jK2XFqqVefxAz1A1ATzBBVcCVzy+u8I1eUM7FXMyo8xGOpTAMM7/PHV5QXjm3mm/deEZ+xsn+lsysoC+UpCs7OBsgmkjnB2hPFp/bTpnPQVtPhHhSp3sgLgVlIYQQoggpKItjkhqoRXUHMGJBUpufLHp8LkN5/1voxspQ1jMGLV3WQD6wJlXbbeqoHcqmadIfTtJcb21MQ8NyjiPxNLUV1qCTYh3KuViLphovTrtWcIvhQDgxVLCW2AshhBBCiMMuM9BG9N4vY0T6MPUUWsOCkQXlmpko5fUovgoU1+EZAhdL6ijKULHX57Jbd9E5rX0uDhcAvYNxqsvd+XXlPueokReDkRRup43qMjemae1344mRBeVicgXujbuHYi8icR2fa3I7lMGKvdjXG6W12yquz6iVgXxCCCHEeMb8G/0rX/nKqI+bpkk6LQUrcXRIb3yM1OsPYgS7cK69rqD7eLhchvL+t9C5nbaCzuGBcJKn3mjjqTfbCUZSXHXG7Pxznv2OzYknMyRTGZrr/WzaM5CPvEilMyTTGWor3OxqDxVkK4+mN1tQrgq4Cm4xTOsGoViaRc0VbN47IIP5hBBCCCGOAJn2zRg9uzFTMbSq6dgXnY1aPbPgGMeis3AsOuuwXF9OPKHjdtjyQ6N9HjutPRG87/0S6a3Poritu+N6BuPMzEavAVT4nSRSGeL7DdsLRlOUeR35OwBD0VS+cWIiucS1FR6qy1xs3N3POSc2kTEM4kl9xFC+ydBY7eOpN9rY02kN5JMOZSGEEGJ8Y/6NXl5ePuaif/iHfzgU1yLEpHOc+E7MZJT0W3/GDHXjPOMGVNfIDWJZvkO58H8Jj9NGIqljmCamafIfv3qFgVCSZXOqOOuCRpbPqcofO1Y3c3/YKgRPr/WhKkq+4JvrJK4tL61DuS+YLSiXuajwOfIZyrl/N9f7swVl+YGPEEIIIcThZkYHQdFQKxoBsM89+fBe0Bhi+xWEfW47kXgatawe55prAGufGk3o1JS58seV+60s5cFIsrCgHElS7nPkZ5QEYylS2QxlzwSH5y2dVcn6TV3Ekzrp7JyQyc5QBmsmSko3eG1rNwGPnXLf6DEcQgghhLCM+Tf6Jz/5yam8DiEOCUVVcZ76d6j+GpIv303mD1/EdcaHsDWvRG/fjL7zJWxz1uKcthCHXR3R8eB22jCBZCpDS1eY/lCSj162mJOX1I94rf27mXNytwJWBVz4PfZ8rlwu63go8mL0rOac/lACm6YQ8Dqo8DvZvi9onT/buTyjzro1TzqUhRBCCCEOPyPaj+ItR1GmNmXQNE3SuoHDrhU/GKtYPLxz2Oe2k0obpNKZ/Dl6Bq0c4+GRFxXZ4XwD4SQNVd7848Foipn1/qEO5UgKIztYb/jw61KcvmIaT77RziMvtnDyEmsGyv4NIJMhF2O3bV+QpbMqx7yrUQghhBAWyVAWxzxFUXCsuAjPO29F8ZSRGdgHgNG7l/Tmv5He/DcALls3Mz/dOie3uY4ndV7f3otNU1gxt3rU1/G4xuhQzhZ8K/0u/B4HoahVSM4VfqvL3ChK8aF8faEElX4XqmJN1x6MJK185lBukrYfBclQFkIIIYQ4EpjRARRvxZS/7hvbe/nU954tGqeWM1qHMhQOeu7N3ilXUz7UoVzhHyooDxeMpCjzOvPD9oLR1KhD+UoxqyHA6oW1/OXlFtp7owXXN5mmDSuIS9yFEEIIUZwUlMVxQ6uajufKW3AsvwgA++J3oE1bhBHuAeCSU2ayZGZlwZrcbXmxhM7r23tY1Fw55kZ4rMiLgXASBSjzOSjz2vND+cLZTbrfY8ftsOWHlYylL5igKnubYbnfiZ4xCcfT+UiNqoATr9ueP68QQgghhDh8jGg/qrey+IGTrL0vSjKVyc/bKCae1AuiKEYtKOc6lMuGDeUbFnmRk0jpJNMZyn0O3E4bNk0hFBvKUJ5oQRng6jNnk8mY/OFvOwEOSYayNUTQ2mfn7voTQgghjmUDAwMHtb5oQVnXS/vJthBHA0WzoajWrXaKzYEaqMEM9455fG7Tu6MtSM9gglXzRu9OBvA4tVE7QfrDScp8DmyaSsDryEde5DqJ/R7HmHEZw/WGElQFrI1u7hbDwXCS/nASj9OGy2HD77EXRF6Ypsm373qTN7aP/T0KIYQQQojJ57n4szjXXDvlrxvN7kejidKaDGKJ0jqUnQ6tIG7CadfwOG0FHcrBiLUPDXgdKIqS3/vGkzoOm4pNm3g/U12FhzNXTqM7W9Q+FAVlgMZqq0u5WTqUhRBCHAcuueQS/vmf/5lXXnnlgNYX/Rv97LPP5tvf/jZtbW0H9AJCHMkUXzVmPISpj547nNtcP7ehA4CV4xSUx+xQDiWo8FuFYL/HMdShHEuhKgoel23UuAw9Y2Bm8+bSukEwksp3KA+/xXAglKQy4Myff3jkxWAkxdu7+nhla3eRd0IIIYQQQkwm1V+NGqiZ8teNZgvB0Xjh3jKe1Hljx8gmg9EylKGwoNwXSlAdcI3IFi73OxmMDO2jg9nGifJs80PZsILygXQn51x+6iycDqspxOc6NAXl+dPLqQo4qalwFz9YCCGEOMo98cQTrFu3jm9+85tcdtll/PrXvyYSiZS8vmhB+a677kLTNN73vvfxD//wDzz55JP5IlcxDz74IBdffDHnn38+v/71r0c8v2vXLv7u7/6Oyy+/nL//+78nGLSGjLW3t/Pe976XCy+8kI9//ONEo9GSvyEhJkKrmYlt1mrMdGLU53Ob651tIWZPC+Q3xwCJF36H3vLW0LFOGyndQM9OoM7pDw8VfMu8DlJpg0RKJxJP43PbUBVlRDHaNE0+/6P1/P6xbQAMZGMtcuepGHaLYX84QWUgV7Au7FDODVBp7S79DwUhhBBCCHFwjFAPiaf+j0z/vil/7bE6lJ/f0Ml/3/0WwWERFYZpEk8V71DuCw1Frw1X4XMUdCjn4i9y+ckBj1VQjiUzB1VQDngdXHnaLGrKXbgmONivVBesncFXP3oKqgzkE0IIcRxwuVxcffXV3HXXXdx888389Kc/5fTTT+fLX/5ySXEYRQvKDQ0N3HjjjTz++ONce+21/Pu//zvnnHMOd9xxB6nU6F2dAF1dXXz729/mN7/5Dffddx+///3v2bFjR/550zT5+Mc/zkc+8hEeeOABFi1axI9//GMAvvzlL3P99dfzyCOPsHTpUn7wgx+U8l4IMWG26ctxn/dJVHdg1OeHb3yHx12YhkH6rUdIPP3TEcfuXxjuDyfzBeD8tOtoinAsjd9jfe3ZL/IintTpCyV54OmdJNMZ+rKDUKqzheOA14GC1aHcHxo6//4dyt0DVkG5vTc6otAthBBCCCEODSPYQXrrM5CKT/lr5zuU94tiy8WuhYbtFZOpDKZJQYayd7SCcnAoem04q0N5WORF9jXKfNmCstdBMJuhPLwL+kBcsGYGX/+HQ1fwVRUFu01GDAkhhDh+PP300/zjP/4jn/nMZzj33HP53e9+R0NDA5/4xCeKri3pb8ydO3fyzW9+k1tvvZVFixZx880309bWxqc+9akx1zz//POcfPLJlJeX4/F4uOCCC3jkkUfyz2/cuBGPx8MZZ5wBwMc+9jHe+973kk6nefnll7ngggsAuOqqqwrWCTHZzGQUMzF6B69nWAfEynlDtywqqopWPx+1rC7/WK6gXFgYzpBMZagcFnkB1kY+EkvlO0DcTq2gED0QGcpZfmFjJ30ha6Oe6wyxaSp+r4OewTiReJrKXEHZbScaT2MY1l0Euay5jGHmJ2MLIYQQQohDy4hanT2Kb+qH8uU6k6P7DWrOFYiHF4pz+8/hxV6bpuJ2avnjEimdaELP3yk3XIXfSTCSImNYjQuhaApNVfJF6YDXQTiaJpZIH1SHcs7+kRtCCCGEODC5iOMzzjiDJ554gs9//vMsWLCAj370o3R3F49NLfq3+nve8x5aW1u5+uqrufvuu6mvrwfgrLPO4uSTTx5zXXd3NzU1QwW42tpa3nprKB6gpaWF6upqvvCFL7B582Zmz57Nl770JQYGBvD5fNhs1qXV1NTQ1dVV9BsR4kCYpkHkzk9hX3IerpPfNeJ5u03DpqlUBpxMq/LkH0/veRXT0DHj4fxjnlE6lPv3i6ooG96hHE/nh394nPaCdblOD6dD47FX9nHiAuv/pVwWM1iD+XZ1hAse93vsmEAkkSbgsQrOmqqQMUxauyPMkCEjQgghhBCHnBnpBxQUT9mUv/ZYkReR+MhCc26g9P7FXq/Lnj8+d6fcaJEXTTU+DNNkZ1uI+dPLGYwkCXgd+S7igNeBYZr0DCZY2CzZxEIIIcSR4vbbb2fBggV4vV5SqRR9fX1UVVUB8PjjjxddX7SgfP3113PhhRditxcOP1BVlb/97W9jrjMMo+AnyKZpFnyt6zovvfQSd955J8uWLeM73/kOX//61/nMZz4z4ifPE/1JdFWVb0LHT5aaGinWlepIeq+SZbU40oNjXtOC5gpWL6qjttaKxTDSSfY+8SNrkJ9qo7rKg6JqNGS7iB0uR/5cLX0xAGZNr6Cmxo9it/6XM1WVSFynptJLTY2fqkoP8aROdbUPRVEw9lpdLVecMYe7HtuGgVWUntYw9KGkrsrLS5s6AZidPX9jvXWNdqedmho/g5EUi2dVsXVvP32R1BH1vh8Kx/r3N5nkvSqNvE+lk/eqdPJelU7eK3G0MqMDKO4AinrwXbkTlSsYx/aLvBitQzl3Z51nv4Ky3zOsoJzd41YHRhaEl82uwqapvLq1h/nTywlGU/kGChhqpojE0wV3/gkhhBDi8Ors7OSmm27i0Ucfpa2tjfe85z189atf5R3veEdJ64vucC666CJ+//vf8+yzz6JpGmeffTZXX301AF6vd8x19fX1vPLKK/mve3p6qK2tzX9dU1NDc3Mzy5YtA+DSSy/lxhtvpLKyknA4TCaTQdO0EetK0dcXyd/yP1Vqavz09ISLHyiOuPfK8FQS7+0c85r++boVAPnn9da3MPUU2oyVZFreoLulDdVbQSpuxVR0dIWZVm51cOxutQrDasagpyeczzHe1xkiEkthU6zzmpkMhgmtbYO4nTZaO0KAVVD+8/O76eiNMmdaoOAah2/KVdM6v6lnAGhpG8StKbT1RDhxQQ3Tqr1s3dN/RL3vk+1I++/qSCbvVWnkfSqdvFelk/eqdFP1XqmqctiaEcSxy4j2H5a4i1Q6Q0q39puRMTqURysoj+hQdtuJxHIF5bE7lN1OG0tnVfLqtm7efc5cgpFUQdZywOMoOFYIIYQQR4Yf/vCH/PKXvwRg1qxZ3HvvvXziE58ouaBcNEP5P/7jP3jkkUc455xzOPPMM/njH//It7/97aInXrduHevXr6e/v594PM6jjz6az0sGWLVqFf39/WzZsgWAJ554giVLlmC321m9ejUPP/wwAPfdd1/BOiEmm+qvxgz3lny83vImaA6ca6/Fdd4nURxWt8ZQhvLQJn0gnERhaDCJTVPxumx09EUxAZ/HXrA2F3sxGE7idmoEvA7OXNkIjNzEV/iGNujDh/KBlb0cT+pE4mlqy91Mr/XR2h3BNKf2By1CCCGEEMcjx4qLcZ54xZS/7vBBfNF48Q7l0TKUAXzuwsgLTVXy+9n9nbighv5Qkt0dYYLRVH4INVCwRgrKQgghxJHDMIx8rDFAQ0MDRnYmQimKFpSfe+45fvrTn3LNNddw7bXX8rOf/aykIXl1dXV85jOf4f3vfz9XXnkll156KcuXL+cjH/kIb7/9Ni6Xi+9///vcfPPNXHLJJbz44ovcdNNNANxyyy3cddddXHzxxbzyyit8+tOfLvkbEmKiFH81ZiKMmU4UPdY0TfSWt9AaF6FVNGKftRrFbhV6h4rCmfzx/aEkZT4HNm3ofzW/x0FbdkCeP1tQ3j9/eTCSpNxnFYnPXtWITVOorRjKcAbyz3tdNpx2reB84ViK7gFrIF9NtqAciacZzA77mwjDNHljey8/vH8Du7Od00IIIYSABx98kIsvvpjzzz+fX//61yOe37VrF3/3d3/H5Zdfzt///d8TDAYBuPfeeznttNO44ooruOKKK0pq1hBHF1vjYmwzVk756+biLmyaMiJDOffc8MfjY3Qo+9z2/HF9oQQVfmc+F3l/K+dVo6kKL2/pIhxNUT6siDy8uCwFZSGEEOLIUVlZye9+9zt0XSeTyXD33XdTXV1d8vqif6tXVlaSyWTyGcqKohAIBEo6+WWXXcZll11W8NhPfvKT/K9XrFjB3XffPWJdY2Mjv/rVr0p6DSEOlhqoQwnUYibC+eLwWMxgJ2a4B9uKizANg/TmJ1Arp2NrWIA7G0ExfLjeQDhRMEgPrI31zjbrA2Wuo9iT727OFpSH5c9V+J3c8sE1VPoLJ2vnupKHn9/nzhWU0/QMDhWUc4Xm1u5Ifl0pnt/QwQPP7ckXp10OjVkNpf3/L4QQQhzLurq6+Pa3v80999yDw+Hg3e9+N2vXrmXu3LmA9UPoj3/843zxi1/kjDPO4Fvf+hY//vGP+exnP8uGDRu46aabuPTSSw/zdyEOBSOdJLXhMWxNS1HL64svmES5InBNuZtwbKhwnBwWhTG8czmXs7x/vrHPbSeezKBnDPqCCapHibvI8brsLGqu4Nm3OjChIEPZ47Rh0xT0jDkip1kIIYQQh89tt93GP/3TP3HbbbehKApLlizhW9/6Vsnri/6tvnDhQq6//nquuuoqNE3j4YcfpqKigp/97GcAfPCDHzzwqxfiCGCffRL22SeVdrDNgWPlpdhmrABFIfnS3dgXnI6tYQGaquJ0aAUF5f5wkmnVhVnjAa+DTDbj2+8eO/JibtPQAL7G6pF55eXZwnBlYKhAbNNUPE4b4Via7mxBubbCnY+6aO0Os3xOVUnf6mAkyR1/2syMOh8fu2IJz77VwfZ9wZLWCiGEEMe6559/npNPPpny8nIALrjgAh555BE++clPArBx40Y8Hk8+uu1jH/sYoZB1p8/bb7/Nnj17+NGPfsSCBQv40pe+RFlZ2aivI44+eqiX5PN3opz90SkvKEeyxeKacjed/TEM00RVlHx3snVMYYeyTVOx20YWlMHqau4LJVjcXDHu6564oIYNu/sBKPMN7U0VRcHvcTAQTkpBWQghhDiCzJw5k3vuuYdgMIimafh8E5spUvRv9WQyyYIFC9i4cSMATU1NAGzbtu0ALleIo49pGJiRXozBdtSyepxrrsk/p/oqMSP9+a89Tlu+08MwTfpCCZbOKizgBrLdwjDUoewe1qFsmiaDkVQ+0mIsFfmCcmHHiN9jJxxPkc4Y+Nz2/LmrAi5auyMlf9+5Luq/O38BcxrL6A0muPvJnYRiqYIBK0IIIcTxqLu7m5qamvzXtbW1vPXWW/mvW1paqK6u5gtf+AKbN29m9uzZfOlLXwKs4dQf+tCHOOGEE/iv//ovbrvtNm6//fYJvf7hGiRYU+M/LK97NInv2QNARWMj7il+v9Rd1r505rQy3trZh9fvxue2E05Z3cl2m0o8lcn/PhqKgs9tH/H7Oq3OuiNNddgZjCSZ3lA27u/9eafM4ld/2YphQnNTecGxVWUuBsJJGuoCo55D/psqnbxXpZP3qnTyXpVO3qvSyXtVmsP5PvX39/PAAw8QjUYxTRPDMNi7d2/Je9KiBeWvfe1rALS1taHrOs3NzQd3xUIcgaJ/+AK2GStxrr0OgEz3LtK7XsLo3kWmdw/oVvawY821OFdekl+n+KowooUF5VyXcc9AnFTaoKlmZIdyTq77IzcIJZ7MEEvq6BmjaEHZ47SxbHYVS2YWThD3exyEY2nCsTS1Fe7847nBfKXa2RbCpinMqLP+gJuX7ZjesS/ICfNrxlsqhBBCHPMMw0AZlilrmmbB17qu89JLL3HnnXeybNkyvvOd7/D1r3+dr3/963z/+9/PH/fhD3+Y8847b8Kv39cXwTCmdthuTY2fnp7wlL7m0cgV6gMglHYRmeL3qzP7ev7s3rJl3wA15W5a2gcBqC13E4wk87+PA8E4Toc24vfVSFv72be2dmGa4LYpRX/v508vZ0vLIGZaLzg215mcjKdGnEP+myqdvFelk/eqdPJelU7eq9LJe1WaqXqfVFUZtRHh05/+NC6Xix07drBu3Tqef/55TjzxxNLPW+yAvXv3cskll3DllVdy1VVXce6557Jz586JXb0QRzrTxAh25b/U975OetPfMA0d+4IzcJ3xIdyXfxHHorMKlqneKsxIX/5rt9OWz0He22X9wZAryObkCsouh4bdpubXAcQSaQbDSYCCgSajURSFz1y3ghMXFBZ3/R474ViKnsE4teVDBeUZdT46+2Ok0pn9TzWqHe1Bmuv9+WucWR/Apqlsax0sab0QQghxLKuvr6enpyf/dU9PD7W1tfmva2pqaG5uZtmyZQBceumlvPXWW4TDYX7+85/njzNNE00rjBsQRzc9bO0NFe/4MRGHQjSuo6lKfvZGLlM5F3lRV+khmkhjZOPQYkl9RH4yDDU97Om09rNV42Qo55y1qpG6CveIpojcnW1ul0ReCCGEEEeK9vZ2fvzjH3PGGWfwvve9j9/+9rfs2rWr5PVFC8q33XYbH/7wh3n55Zd59dVX+fjHP86Xv/zlg7poIY40ir8GI9Kb/9qx+ip8N3wf75X/huvU92FfeAa2+nkozsJuY8VXiRkPYWY7mIcXlFu7I2iqMjJDObupzm3UARw2FU1ViCczDEascxXrUB6L32NnMJKiL5SgprywQ9k0oa03WvQcesZgT0eYOdOG8hztNpXZDX7JURZCCCGAdevWsX79evr7+4nH4zz66KP5vGSAVatW0d/fz5YtWwB44oknWLJkCR6PhzvuuIM333wTgDvvvPOAOpTFkSsT7genF8V24BFhg5Ek9z69a8Jd6NFEGp/bjjefgWztS3O5yfWVHkxzaG5HPKHnGxuGy+1Tcw0SVYHiBeU1i+r42j+cgk0r/IhZ5iscQi2EEEKIw6+6uhqwspS3bdtGXV0duq4XWTWkaEG5r6+Pd77znfmvr776agYGBg7gUoU4cqn+aoxwL6Zpkt72LKRiKGrxTa82bRGOVZeBYXX9up1DQ/lauiI0VHnzHb45uQ5l/7AcYkVRcGfjMgYjpXUoj8XvcRCJpzFNRhSUgZJiL1q6IugZg7mNhQOC5k0vp6UrTDJVWpezEEIIcayqq6vjM5/5DO9///u58sorufTSS1m+fDkf+chHePvtt3G5XHz/+9/n5ptv5pJLLuHFF1/kpptuQtM0vvOd73Drrbdy0UUXsXHjRj772c8e7m9HTCLX9IU4lpxzUOd4aVMXDz6/h/YSGgGGi8bTeN12vNlu4FyHciSW7VDOxqHlCsxWh/LYBeXWLmvfOHwI9EQtm13F6gU1+Yg3IYQQQhx+VVVV3HHHHSxdupQ//vGPPPHEEyQSiZLXF/1bPZPJMDg4mJ9g3d/fP/4CIY5Ciq8aklEyrW+RePIOnGd8EMfCM4uus9XPw1Y/L/+1x2UfVlAOs3RW5Yg1uaF8/mHD+WAofzlXUC6bQIeyaRhgZlA0O/5hnc/DM5Sry924nRp7O8OwYvzz5Qbyzdm/oNxUzkPr97KrPciimSO/NyGEEOJ4ctlll3HZZZcVPPaTn/wk/+sVK1Zw9913j1i3evVq7r333kN+feLw8C05nXjtyoM6R9dgHICBSJKm2tIHMEYTOl6XbahDOTHUoex22vKNDZF4mroKq6A8Woeyw67hsKsk0xnKvA7stgOPZZk/vZz508sPeL0QQgghJt9tt93GQw89xOrVq1m6dCn//d//zb/8y7+UvL5oQfl973sf73rXu7joootQFIWHH36YD3zgAwd10UIcaVS/1eqffPlusLuxzzm5pHWmkcHo3oXiKUcN1OQ7lIORJMFoiul1Iyd25juU3YUF5VxcxmAkhdtpw2kvfeNu9LUQu+/fcV/4afyeoUzl4R3KqqLQXOdnd0eo6Pl2tgepDDip8BcWtec2lqEA2/ZJQVkIIYQQYjSJtm0YGS+qO3DA5+geyBaUs7M1ShWNp6kMuIY6lLOdyJFEGp/blu88zj0eT+pjdg773Hb608mS8pOFEEIIcXT5xje+wTe/+U0APvvZz074jrmikRdXXXUVX/7yl0mn0yQSCW655Rauv/76A7taIY5QtuaVeN/znxiDHdjnnYJiL7E72DSIPfAfpLc/D1hdxnrGZGe7VbSdMUpHictho8LvpLbSU/C426llC8rJCcddZPr2gpkh/ufb8busCfMOmzriPLMaArR2R0jrxrjn29kWLMhPzvG4bDTV+ti+b3BC1yeEEEIIcazSO7ZiZofcmZk07T//POlNfzuoc3YPxIADKCgn0njdNuw2DYdNLYi88Lkd+c7lSDyNnjFIpY1RO5QBfC7r2FLyk4UQQghxdNm8eXN+/3IginYoX3PNNdx///2cfHJpHZtCHI0Um4P07tcgo2NfdHbp6zQ7irsMM2JN885tyLe0WDnjM+qsgrKZjJJ85R5sTUuxNa/iyx9ag8tR2IHsdtroHoyDOfGBfEZvS/7X5eluwOpOVhSl4LiZDQEyhsm+ngizGkbvmhkIJ+kLJTnvpJEFZYD5TeU8+3YHGcNAU4v+TEoIIYQQ4phkmiapNx4i9fLduM76CLY5a9F3vgiA6q044PPqGYPeoJVhOBAuPcsQIBLX8WYLwV63vWAon9/jyHcoR+J6PqZtrGF5Po8UlIUQQohjVW1tLZdccgkrVqzA6/XmH7/55ptLWl+0GuR2u+ns7DzwKxTiKJF84bcAaFXTJ7RO8VViRK1s8dyGfFvLINVlLjzZDb2pp0hvfJz4X76Lvm8DPrd9xARsj2soQ3miHcpGXwtKoBYAb3gvUBh3kTOr3org2DMs9iJjGPzg3rd5+s12YHh+8ugF53nTy0imM7R0FR/uJ4QQQghxLDJNk+SLvyf18t3Y5p6Mbe5aUm88ROLJOwCIqiNjz0rVG0yQaxjqH6dD2TBNgtFU/uu0bpBMZ/JdyB6XbahDOW5FXnicNpTs17mC8pgdytnzSOSFEEIIcexZtWoVF198MY2NjZSXl+f/KVXRDuV4PM4555xDfX09Hs/QLfoPPvjgAV2wEEcq17mfQC2rn/A61VeFMdAGDG3IW7sjrJpfQ3rHC9imL0P1VuB933eI//l24o9+D8+ln0OrnVNwHrfTRjShk8kYE+pQNk2DTH8r9vmnobe8gWNgN7CkYCBf7jjPS3dworeS3R0N5Pqwd+wL8srWHl7Z2kM0kSYUTWHTVJpHyX8GazAfwMubu8fschZCCCGEOJbpO18g/dYj2Jecg3Pde1EUFcfyC+nZsYGy4Ha6dQ/lB3juXNyF32MfN/LilS3d3PGnzfznx0+hzOckli0e+7KZyF6XvWAon8/tQFUVq9AcTxMr0qGcK0xLh7IQQghx7PnkJz95UOuLFpS/+MUvHtQLCHG0sM9ec0DrFF8VRuvbmKaZLyibwNwKk8Tffoxj5SU4T7oa1VOO+6J/Jnb/fxD783/hueKLaOXT8ufxOG0kUxlgYpEXZiyIotnRqmZgJqNk2jbxgQveycL9huYZ/fvI7HmV9zvhPzvn5h9/fXsvNk1hxdxq/vC3nTgdGjPr/SM6qHMq/E5OW97AX15qYcXcKhbMOPBbOoUQQgghjkbprc+i+GtwrntfPmJMsTvZ2Hw9zz3zCufpfuYf4Lm7sgP5FsyoYPOe/jGP29cTQc8YtPZEKPM5iWSLx7lCsNdlxanpGYNEKoPPbe1TfW671aGcPX6soXx+6VAWQgghjlmXXXbZqI+X2kBctKB833338dWvfrXgsRtvvJE1aw6s+CbEsUarbsaYthAy6YIOj4WZzWAa2Oedmn9M9ZTjueSzxO7/Cvru19BWDRWUh99uWDaByAvVW4H37/4bTBMzk0bf/SqnL/ChegqH/mXatwCwftbHaHstSjKVwWFXeWN7LwubK/j4FUv5+SNbePatjlHjLsxkFOxuFFXl+nPnsb11kB8/uInb/n5NPqtPCCGEEOJYZxoGis2BfcFpI+ZVRFMm+zJV9IcmNkxvuO6BOC6HRnOdj1e2dJNMZXDuN3sDoC+bs9zeG2PprCqicatDOV9QdtuJdoTyj+ciLHIF5VjSamQYK/KiocqL22mjplwKykIIIcSx5ktf+lL+1+l0moceeojp00uPgB2zoHzLLbfQ1dXFq6++Sn//0E/GdV2ntbX1AC9XiGOPfd467PPWAeBxGQAomFR2vYzWsAC1vDBGQw3U4r3uayhOb8Hjw4vRE4u8MK0PM4qCfcHp2BediaKO/F8707EVxV9D7cy52F99lb1dYbxuO92DcS5YMx1VVbjhooUsmVnJ4pmFXcdGLEj0zk/hOOlqnKsuw+Ww8dHLl/DVX73KL/68hY9fuXTEB6qpktYz3PGnzXzg0iV4bIfnGoQQQghx/FBUFfcFnxr1uVwucX9oYsP0husaiFFb4abCb+0HByJJ6is9I44bKihHAfJ5yT7XUIdyLKETzhWUPVbDgtdtZzCSJJa0Hh8r8mLNolpWzavGYR9ZzBZCCCHE0W3/RuF169bx7ne/m49//OMlrR+zoHzNNdewfft2tm7dygUXXJB/XNM0Vq5ceWBXK8QxytSTYA51eCzz9KBEe7GvuWrU4xWnF9M0ybS8gTZ9hfXBZHhB2V96QTnx1++B5sB9zsdQbKN3Npumgd6xBVvzKmbaurit/G527PCx3dUIwIq51QCoisLaxXUj1qe3PQeAvmM9zlXWbRGzGgK884zZ3P3kTl7b1suJC2pKvubJtLsjzMtbulk6t4bTl468diGEEEKIyaR3bkOrnYuijowHm4yCcvdAnOY6PxV+qzN4IJQYvaCc7YLu6MsWlOPZyIthGcop3WAwm8Ocy1b2ue209USI5zqUx4i8UBRFislCCCHEcWJgYIDu7u6Sjx+zoLxs2TKWLVvGunXrqK+f+KAyIY4Xue5d56nvw7n4HBTgTN8u0LzYZq0ec11m3wbif/kurjP/HvuC0ws28+Xe0iMvMl070aYvzX+dfOluMl3b8Vz2+WEXmcF5wuWoVTNw1cymW1Epb/kbf1MupLneT2WRYSuOxWeReuWPmKnCD0cXrpnBvU/vYk9n6LAVlPd2hoGD++AmhBBCCFGKTP8+4g98Fedp78ex+B0jns8VlPsOMPJCzxj0BROctLCWymEdyiOuwzDyA/vae6OYppnvUB4eeQFDmcy5DmUr8kLPD/FzO4qmIAohhBDiGLN/hnJ7ezvvete7Sl5fdPfQ0dHBZz/7WYLBIKZp5h8vNaRZiGOd4vaDZkPf/Sr2uadQX+Uh3HwGrmbbmB3DAFrTUtTa2SRfuRfbnLX52w09Ttu43SDJ1x7A1rQErXYORmwQMx5Eq5oxdICqkenchpmKozjc1jVqdhzLhu402OZZyfLYi0SCrZxy6sri36PDg3PtdSTX/xYjOoDqtSIxVFUh4HUQjKSKnuNQ2SMFZSGEEEJMEX3786CoYzYNDO9QzseSTUB/KEHGMKmtcOfvWMsVjocbDKcwTJNp1V7ae6OEY2miiTSqouDK5i3nOpW7+mPAUIay120nmc4QjqVxOTRUVSLDhBBCiOPN8AxlRVGorKxkzpw5Ja8feZ/Wfv7t3/6Nd7zjHXzxi1/kS1/6Uv4fIYRFUVSca64j07GV6N1f4taLyjjtHadin3tykXUKzjXXYUb7SW14LF9QHi/uwgj3kHrlHmL3/TtmIoLRZ+WZq8MKylr9PDBNMt278o+ld75Epntn/uto8+kYqKxx7mBlNu5iLIlnfkHy5T+i1c1Da1yMmYoXPB/wOhiMltaFY5gm9z+7m+6BWEnHl2JvlxSUhRBCCHHomaZBescLaNOXobpHDjAGiGULyindIJrQJ/wa3dlu4roKD067htdlo3+UgnJfdt+zdFYlYHUpR+M6XrctX8TODU3Odyi7hyIvAHoG42MO5BNCCCHEsW3GjBk8/PDDrFmzhqqqKm6//XZ6e3tLXl+0oGyz2fjgBz/I2rVrWbNmTf4fIcQQx7Lz8VxxM9jsJB7+BsbeN0paZ5u2EG3GClJv/Ak31oeFct/YXc1mPJT/deLpn5Hp2wtQ0KGs1c4BRUXf+aK1xjRIPvcrUpueyB/TNL2B3XoNS1ydTK/1jfl6RiJMeuszmOkEWu1sPJd8Dq1iWsEx5V4HoRI7lPd2hrn/2d08/WZHSccXk0xl8rmBfcF4kaOFEEIIIQ5cpnM7ZrQ/P4x5NPGkjjPbIZwbmjcRueJvbYV1l1mF38nAKPEZuXMvm1MFQHtflGginS8iA3izBeSugRhOu4bdZl3X8IKyZ4z8ZCGEEEIc22666SZmz54NQGNjI2vWrOHzn/98kVVDihaU582bx9atWw/8CoU4Tmi1s/FedRuO1e9E8ZSVvM655lpIxbHvehqAMq8TvX0L6T2vjvIac/B/9Oc4116HvudVUi/djeKvRnF688coDjf2ZeeT3vo0estbGAPtmIkwtoaF+WNm1gd4Oz0DvNVgGmNem77tOTB07AvPBMA0MhihnoJjynxOBqOlFZQ37x0AYHdHqMiRpWnpDmOaUFfpoT+YKIjlEUIIIYSYTMag9QNxrW7umMfEkxlm1PmBA7t7Klf8LcvO06jwu0bNUM51KM9tLMPl0OjojRGJp/NFZBjqUO4dTOS7k2FoOF9vMCEdykIIIcRxamBggPe///0AOJ1ObrjhBnp6eoqsGlJ0B9Ha2srVV1/NtGnTcDqHbsWXDGUhRlLsTpwnXDGhNVplE+5LPovWMJ+KF19kZrlB4vEfoTg9mKtOxTQMFFXFNHTMSD9qoBb78gvRO7Zin7UarXnliHM6V19FpmMbZiKMEbKmdGrThgrKPredNe+8nsY6H4o6Mq/ZCPUQ/+v/YEb7UevmolU2AZB8/jektz+P74bvoyjWz6PKfQ7C0RQZw0AbZdr5cJv29ANW7vGB5AruL5efvHJuFX95qZVYUi/ozBFCCCGEmCxqoBbb/FNRXP5RnzdNk3hSZ2ZDgO2tg6NGVRTTPRCntsKd3yNV+J35eK/h+kIJ/B47TrtGQ5WX9r4osYRO2bA73XIZyoZp5gf0wdCwvoxh5iPXhBBCCHF8yWQydHV1UVdXB0Bvb++EmvSK7iA+85nPHPjVCSFKYmtcDMBt1y+EZ3+CkYrjPP39tP7vJ7GtfQ/2WSeS6dpJ/MGv4b7wn7DNWI77gk+PWZBVbA48V96MoqjE//o/KL4qVH9NwTGLmisw9RTGYAdqeQMAmd49KHY3ppmxuqzNDM5Vl+bXaDUzSW96HCPYiVZuRV+UeR2YQDiWptw3dv5zKp1hW2sQv8dOOJameyBOXaXnYN429naGCXgdzKy3cgwHw0kpKAshhBDikLA1Ls7v2UaT1g0yhklDtRebpua7iCeieyBOY83QnWcVfiehaAo9Y2DThn5w3xdMUBVwATCtysOG3f3YbSrTqofWupw2FAVME/zDCsq+Yb+WgrIQQghxfLrhhhu48sorOf3001EUheeff57Pfe5zJa8vGnmxZs0aXC4Xu3btYuXKldjtdslQFuIQSO95FePuz2F0bMF12t9hm7ESM5NG37EegEzr26CoaPXWbZbFunsVRcXM6Oi7X0Etqxv1mMSTPyH28LfyP4VKrv8tsUe+jVrWgOeif8J7zVewzViZP16tsfJ1jO7d+cfKskXkYJEc5R1tQfSMwXmrpwOwu7O02Iv+UALDGP2nZHs7w8ys91ORHWQ4WGKWsxBCCCHERBmhbozowJjPx7MD+bxuO5UB54QjLwzDpGcwns9PBob2OPt1O/eFhhWUq70EoykGwsmCYrGqKPkftHvHKChL5IUQQghxfLrmmmv42c9+xuLFi1m6dCk//elPueyyy0peX7SgfM899/D5z3+eO+64g3A4zCc+8Qnuuuuug7poIcRItoaFKJ4A9oVnYV9wOoqq4V10KnrLG5ipGPq+t9Hq5qI4JtDVqyjYl1+I86RrRn1aa1iIGenDDPdghLrJdGzFPv+0MYvVankD2F1kunflH8vdWjk4Sr7fcJv2DKCpCmef0IjdprKnY+Ttm/sLxVLc9KMXeHFT14jnkukM7X1Rmuv8+UGGxa5BCCGEEOJAJZ76PxJP/HDM52PZgrLHZacq4Jpwh3JfKEHGMKmrGNrrVWYLysPjM0zTtDqUy6yCckO2KzljmAUZyta1WF8PLyI77BoOm1rwvBBCCCGOL11dXfzud7/jhhtu4NRTT+Xb3/72hDKUixaUf/WrX/H73/8en89HVVUV99xzD7/4xS8O6qKFECMpTi/ed/8nrjNuyD/mW3oGZHRSm57A6N2L1rR0YudUNVwnvxutdvaoz9salwCg79tAeuszVgF6/qnjnE9Fq55JpmeooFzuzXYoFxnMt2lPP7OnBfC67Myo87GnhMF87T1R9IxBe190xHOt3RFME2bW+/NRG1JQFkIIIcShYsaCKO7AmM/HkxnAyi62OpQnti9p77X2O7Xlo3QoD9vjhONpUrpREHmRs3/0V+7r4QVlGOpYlg5lIYQQ4vj0r//6r8yebdWKGhsbWbNmDV/4whdKXl+0oKyqKj6fL/91Q0MDmjZyiJcQ4uApWuGm3jltLkqgjtRLdwNgm75scl+vrA7FW0lm3wbS255Da1qK6q0Yd43WuAjF6c3HZASyU8iD4xRzI/E0ezvDLJ5ZCcDM+gB7uyJjRlnkdPbHgJG3eYIVdwHQXO/HYdfwue0MHMDwGyGEEEKIUhjxUJGC8lCHcqXfxWAkiZ4xip5Xzxg88mILP7x/I26njabaoc9euYLy8OJ0Lkoj16FcXebGnu043r9DOff1iIJyttAsGcpCCCHE8WlgYID3v//9ADidTm644YbJ7VAuLy9n8+bN+VvgH3jgAcrKyg7wcoUQE6EoCvZ5pwCg1s5BrW6e9PPbmpag73kNM9qPff7pRdc4T7gCz8X/kv8zwW5T8bpsDA7rUNYzBt/49Ws8tH4PpmmytWUAE1g80ypWz6z3k0xn6Bil83i4XEF5YJRi9Z7OEAGPPf9Bq7LMJRnKQgghhDgkzEwaUjEU99ifg4YKyjaqylyYZvG7pwYjSW77+cvc9bcdLJxRzpc/eNKIjGOnXSv4oXlfMFtQznYoq6pCQ3bQsW+/DuXc1z7Pfo9nC83SoSyEEEIcnzKZDF1dQ/Givb29+cbBUhTdQXzhC1/gU5/6FC0tLZx22mk4nU5+8IMfHNjVCiEmzHHC5ThPvPKQnV9rXkmmdy9a3VxszStLWmNmdFKvP4hj+QUoDg/lPmfBUL7OvhhbWwfZ2jpIV38cVQWnQ2NWg9XVk/v3ns4wjTW+UV8DhhWUx+hQbq4P5AvblQGXRF4IIYQQ4pAw41ZU13gdyrkMZa/LGsoHVmdxdZl7zDXrN3ayryfK/3vnUk6YXzNijoWiKFT4nQyEh/KY8wXlbIcyWDnKLd2RguF7MHqG8vCvJUNZCCGEOD7dcMMNXHnllZx+utVYuH79ej73uc+VvL7oDmLOnDncf//97Nmzh0wmw6xZs7Db7cWWCSEmiaIUvZHgoNhnnoh95okTWpPp3Ebq9QdJb3sW11kfocznKIi8yGUen7y4jmff7gBg+ZwqbJr1vdRXenA6NHZ3hDh1WcOYr9OVi7zYr1CcSmdo742xcl5N/rHKgIuWzuK5zEIIIYQQE6anUSuno/qrxzwkketQdluRFzAUTzGWPR1hqstcnLigdsxjKvzOgru1ekMJnHYN77BicC5H2btfgXisDGWfZCgLIYQQx7VrrrmGpUuX8sILL6BpGjNmzOCXv/wll112WUnrS6pUaZrGnDlzuP3226WYLITA1rgYz+VfANVG/E/fYJm6s2AoX2dfDAW44aKF/P0li9BUhRPnDxV/VVWhuc7PnmwO8mj0jEHPYAKHXSWezJBI6fnnugfiGKZJU403/1hVmYtgJIUxgVs0jjT9oQQfu/3JfD60EEIIIY4Mank93mv+Hds4A5JzHcpupy3fodxXrKDcGWJmw9hdz5AtKO8XeVFV5iroZl67pJ5zT2wa0Q2d61jePwpDhvIJIYQQoqGhgVQqxR133MEvfvGLfLdyKSa0g+ju7p7wxQkhjk1a3Vy8V99G7KFvcELfk/wpcgWmaaIoCh39MarKXDjsGqcua2D1gloc9sKfX81q8PP4q23oGSPfuTxcz6BVNJ7XVMHG3f0MhJM0VNnyzwHUDJuCXhlwkTFMIrF0flDg0aY3mCCVNujoi9Jc7z/clyOEEEKIrNweZzzxZAaXQ0NTFVwOG16XrWCY3v4i8TQ9gwnOWtk47nkr/E4GwykMw0RVFfpCiXx+ck5tuZvrz5s/Yu1JC2tJ65mCeAwAv8faK+3f0SyEEEKIY9+uXbv4xS9+wQMPPEBjYyOJRIInnngCv7/0OsSE7qWfSDizEOLYp9iduE65Hlcmwgm2bfnOnI7eKA1VQ93DToc24kPYzPoAesagrWf0wXy5/ORFzdYgv+GdOT3Z7MD9C8pQfPjNkSyRygAQz/5bCCGEEEeG1Bt/IvyL/2cN5xtDPKkXdPxWBVzjdijn7kiaWeSHyJUBF4ZpsqvDivbqDyVHFIjHUuF3cskpM0fsw05eUscNFy2k3Ocs6TxCCCGEODZ89KMf5X3vex92u51f/vKX/OlPf8Lr9U6omAwTLCjfeOONEzq5EOLYp9XNZc+yf+DZ5EIGs5ETnf0xGrJZfmOZ2WD9YbW7Y/Tc41xBeeGMUQrKg3FcjsLswMqyo7+gnEpbheRcBqMQQgghjgxmLAiGgaKNHf8XT+p4hhWUKwOucTuU92RnPxS7K2n1ghoqA07+974NdA/GicTTVAUOrhAc8Dg4Y8W0gzqHEEIIIY4+mzZtYsmSJcybN4/m5maAondhjaZoQbm3t5fHH38cgFdffZUPfOADbNmyZcIvJIQ4dtmnLcREIdrTSX8wQUo3ihaUa8vdBLwOtu0bHPX5rv4Yfo+dxmxO8vBCcc9gnJpyd8EfelUBq1t5eOH5aJPrUI5JQVkIIYQ4opjxEIpn/Kzj2H4dypUBZ34oXzyp09YTKTh+T0eYugo3Htf4M2r8Hgf/eNVyovE0//X7NwBK7lAWQgghhBjuySef5J3vfCd/+tOfOO2007jxxhtJJideRylaUL7ppptobW1l/fr1PPPMM1xxxRV85StfOaCLFkIcm8p8Dpbb91L/zFfo37URoCDyYjSKorBwRjlbWwZHjdPp7ItRV+nBadfwOG0FheLeYKIg7gKgItupMxhJcbRK5juUJfJCCCGEOJKY8SCqu2zcY+JJHZdTy39dFXARS+rc/rvX+dR/P8OX/u+lgjuzShnIl9Nc7+eDFy+ieyCeP7cQQgghxETZbDYuvvhifvWrX3HPPfdQW1tLMpnk/PPP57e//W3J5ylaUB4cHOSGG27g6aef5tJLL+Wqq64iHo8f1MULIY4t5T4nW9PTSNrLqHrj51SqYeqLdCgDLJhRwUA4SffgyD9TOgfi1Fda5xg+3dw0TXoH41Tv15lj01QCHvtRHXmRKyjHU9KhLIQQQhxJzHgIxT1+8Xf/yIumWh9gzX54xwlNOO0af3utDYBQNEVfKFk0P3m4tYvruOSUZjRVoa6y+D5LCCGEEGI8c+fO5eabb+bpp5/m7//+77nrrrtKXlu0oJxOp0mn0zzzzDOsW7eOeDxOLBY7qAsWQhxbXA4N0+7kxfp3gaHzicAT+NXincILppcDsLVlsODxWEInFE3lC8rlfme+UByKpkjpxogOZbAK24PHQORFXCIvhBBCiCOKGQ8XLyinMgWRF0tnVfLdG0/jax89mXefM4+Tl9Tx0uYuook0e0ocyLe/q8+cw3dvPI2AxzHxb0IIIYQQYhRut5t3vetd3HvvvSWvKVpQPuecczjllFOoqKhg6dKlXHvttVx66aUHdaFCiGOLoiiUeR20pwP8yXEpFWqE2F++g6kXFpXNTBrTMPJfN1R5CHjsbG0ZKDiua8D6oVW+Q9k31KHcM2hlEY5aUPY7j+7Ii2xBOVdYFkIIIcSRwft338G59l3jHhPfL0NZURT8Hkd+5sNZKxtJ6QbPb+hkT2cIBZhRN7GCMlA0c1kIIYQQ4lCzFTvgxhtv5LrrrqOurg6Ab33rWyxcuPCQX5gQ4uhS5rO6iNsHy2iYdhnrEi9g9LWg1c3NH5Pe8jSp1+7Hc/VtpF65F/uC01kwo4It2Rzl3Aeuzj6roFw3LPIiGE2RMQx6svEYNeUjswPLfQ72Zjt+jkb5yAvpUBZCCCGOKIpqA3Xsj056xiCtGwUF5f011/uZ1RDgydfbqKvwUF/lGfd4IYQQQogjVdEO5d7eXjZu3IiiKPznf/4nX/va19iyZctUXJsQ4ihS7nXQ3hcjFEtjTD8B73VfKygmA+g7XkBxBcA00ds2Envgq6wp62EgnMwXigE6+2MoCtRmu5Ar/E5ME0LRND1B67j9M5TBirwIZQvPRyMpKAshhBBHnsxAG7GHvkmmZ8+Yx8Syf3d7ihSIz1o1jY6+GG/v6mNmfWkD+YQQQgghjjRFC8o33XQTra2trF+/nmeeeYYrrriCr3zlK1NxbUKIo0hZtpgLVpSFoigYoW6MwQ4AjHAPma7t2OaejOqtwHv1bSje1jLaCgAAnaFJREFUCmYHXwJgy7Ac5c7+GNVlLuw264+ocr8TgP5wgp7BOOU+B3abxv7K/U5MrMLz0SgXeRGXyAshhBDiiGGGe8i0bQJj7B/45n4Y7HaO3J8Mt2ZRHR6njYxhMrNh4nEXQgghhBBHgqIF5cHBQW644QaefvppLr30Uq666iri8XixZUKI40y5b2g4TEOVB9PIELvv30m+/EcA0jteBMA+Zy0AisODff5p2Lq3MN2TLMhR7uyPUV/pzX9d4bMKyoPhJD2DiVHzk61rsI4bOEoH8yVS1ofRhHQoCyGEEEcMMxYCQHGXjXnMUEF5/A5lp11j3bJ6AGZJh7IQQgghjlJFC8rpdJp0Os0zzzzDunXriMfjxGKxqbg2IcRRJOC1Cso2TaW6zI2iatjmrUPf8zpGPIS+4wXUurmogZr8Gvv80wCTc6v25XOU9YxB10CMusqhonGFf6hQ3BuMj1lQzheeI2MXlONJnf/706YjMms5mbaiOlK6gZ45OmM7hBBCiGOBaZr5XxvxbEHZM3YBOJ7IFpQdxTORLzllJu88Yzazp0lBWQghhBBHp6IF5XPOOYdTTjmFiooKli5dyrXXXsull146FdcmhDiK5LqD6yvdqKo1XM++8AwwM6Q3Po7i9mOft65gjRqowTb3FCoryxkIJ/njU7v41x+uJ5U2mNs41AXk89jRVIWewQQDoeSo+ckwVHjuCybGvM6n3mjnuQ2d/OiBjaTSR1a0RHLY9SQk9kIIIYQ4LPT2zUR+8kEyA20AmPEg2F0oNueYa2JJ6+/tUobslXkdXLZuZn6/JIQQQghxtCm647nxxhu57rrrqK+3bs361re+xcKFCw/5hQkhji5l2Q7l+qqhqAqtohG1bi76zhfxXPe1Ude53/EPVPRG4c0XefiFvSycUc77L1jA8jlV+WNURaHc52RnexATxuxQ9nvsuJ02ugZGv4tCzxj89ZVWqstcdPbHuP/Z3Vx79txRjz0ckikdBTCxOql9bvvhviQhhBDiuGMmowCktzyNdsp7MOMhFPf43cS52Cq3q3hBWQghhBDiaFd0x2MYBg8++CBPP/00uq5z6qmnMnfuXGw22SwJIYbkBudNq/IUPO5YeCaJp/4Po28vWvXMUdfWe3T+6TQV/9wTaa4ffUBNhd/J7g7rltOxCsqKolBf6aarf/SC8subuxkIJ/n0tct5bVsPj7zUwokLao+YW06TaYOA10EwmspnMQohhBBiatlnrSY9fTn67lcwT34XzhOvxEhExl0Ty/697SmhQ1kIIYQQ4mhXNPLi9ttv54UXXuADH/gAH/zgB3n99df55je/ORXXJoQ4igQ8Dj5w4QLOXNlY8Lht9hq0+vmYqbFjKFKv3Evztt8wLfgG8b98l/BPP0p618sFx5T7nWQMK89weEHZNE2i995G/1O/BaCu0kNn/8jBoaZp8ucXW2is9rJsdhXXnT2Pcp+Tnz68mbR+ZOQVJ1KZfGFeIi+EEEKIqWckwuhtm7DPPgkz0kemYxtqeQO2+nnjrsv9INjl0KbiMoUQQgghDquiBeVnnnmGH/7wh5x77rmcf/75/O///i9PP/30VFybEOIoc+bKxnyOcY5id+K5/AvYpo0dlWNfeDroKRJP/R+Z3j0o3krUsrqCYyqz57VpKmU+R/7x9Oa/YfTsItm+E4D6Cg/9ocSIfOSNe/rZ1xPhgjUzUBQFj8vGBy5cSHtvlO/98a3D3hGsZ6xBfOXZ6JDDfT1CCCHE8Siz9w3iD30TtbwBbE70Hc+TfOVe9LZN466LJ3UcdhWbVvTjlRBCCCHEUa/oPVmmaWK3D+V4OhyOgq+FEOJgqTWzcZ3zcVRvJWrdHBRl5Iex3NC/mnIXqjI0xCbTuQ0AfbALG1aHsgl0D8ZpqvHlj3vkxRbKfQ5OXjJUqF4+p4obLlrILx/ZytfufI1PX7ucysDoA/8OtVwBPNehHE9JQVkIIYSYavq+jSjuAGrtHJxrrkHxVpL46/dwnHgltsbFY66LJ/WSBvIJIYQQQhwLiv4IfeHChXz1q1+lpaWF1tZWvva1rzF//vypuDYhxHFCURTsc9ai1c9DUVTMTJrU5ifRs8ViIN/5XF1WmJ9s9O0DID3YhWno1FdaGc7Dc5R7BuNs2jPAOSc2jegcOmPFND5z3Qr6QnG+8stX6B4cGZcxFZJpK3YjVzhPJCXyQgghhJhKpmmQaduI1rgERVFwLD2PRGC69Zxz9BkPObFkRvKThRBCCHHcKFpQvuWWWwiFQrz73e/muuuuo7+/ny996UtTcW1CiOOVopJ66W7Sm/6WfyhXUK4pH+ogNjNpjMEOFG8lGBnMUA+1FVbBuXNYQXlHWxCAZbOrRn25JbMq+fx7TySa0PnLiy2T/u2UIjcdvtwnkRdCCCHE4WD0tWImwtialuYf2/bsYwC0RcfPRo4ndVwOKSgLIYQQ4vhQdNfzox/9iK9//etTcS1CCAGAompozSvR97yGaegoqi2foTx8IJ8x0A5mBtvsk0i//ReMwU7c5Q2U+Rx0DRvMt6s9hMOu0ljjHfM1m2p9nLSwlvUbO7n27DlT/qEwmY28CHgcqIoikRdCCCHEFNP3bQRAa1oCWNF/vs7XQYG2oMGccdbGkzoepwzkE0IIIcTxoWiH8pNPPjkFlyGEEIVsM0+AVIxMhxV7UVXm4oMXLeTUZQ35Y4x+K+7CPv9UZtz4E7TmlYA1mK9zYKhDeVd7iJn1ATR1/D/yzlrZSCKV4aXN3ZP83RSXTFkFZadDw+3UiEvkhRBCCDGltIoG7EvORfWUA7CzLcSPgmfwQnIubw6WjbtWMpSFEEIIcTwpuutpamriQx/6ECeccAJe71B33wc/+MFDemFCiOObrWkJaA70Pa9ia1yMoiicvmJa4TFz1uKpmo5a0YjNX46SCAPWYL7Xt/cAkNYNWrvDnLt6etHXnNMYoLHGy5Ovt3HGfq91qOU6lJ0ODZfDRkIiL4QQQogpZWteha15Vf7r9Rs7ial+dky/ku17BzBNE2XYYODhpKAshBBCiONJ0Q7l8vJy6urqaGtrY9u2bfl/hBDiUFJsTmzTl6LveR3TNEc/RrOhVc1AUTUGn7+XxDO/AKC+0kM4liaaSNPSHUbPmMxuCBR/TUXhrJWN7OkMs7fTKk7v7QzztTtfpbU7Mnnf3CgSuQ5le7ZDOTXUoZxMZfj5n7cQjqUO6TUIIYQQxytjsAO9bROmYf39q2cMXtrcxar5NSyeWUEknh53cG88mZGCshBCCCGOG0V3PV/72tfyv06lUjgcjkN6QUIIkeNYcTFmOgmYwMiOoPhjP8A2+yTss08iPdCJvvsVOP0D1FVaOctd/XF2tYcAmD2teEEZ4JQldfzhbzt48o02Tpxfw/fv20AylWFrywDTa32T9a2NkOtQdtk1XE5bwVC+He1Bnn6znUXNFaxdXHfIrkEIIYQ4XqW2PEV6w2P4bvg+qBpv7+wjmtA5ZUkdlX5rIPCu9hB1FZ4RazOGQTKdwSMFZSGEEEIcJ8bsUE6lUvzrv/4rf/3rX/OP/eM//iOf//zn0XW5FVsIcehpdXOt6AvDwDSMgueMWBB910uY0X4A7FXTMBNhzESE+krrw15Xf4zd7SHKfQ4qA66SXtPjsrNmUR3Pb+jkO394i9pyNzZNoT+cnNxvbj8FGcqOwoLyYPa1ByOH9hqEEEKI41Vm30a0+nkoNmsI8PMbO/F77CyZVcm0ai9Oh8auttCoa3NzD6RDWQghhBDHizELyv/93/9NJBLhhBNOyD922223EQwG+d73vjclFyeEEGY6QeyBr5J6/cGCx43+VgDUSisb2V5pZR4bwU5qyt0oCnT2x9jVHmL2tPEH6ezvrFWNpHWDRc3l3PTeE6j0uxg41AXlXIeyY2TkRa6QLAVlIYQQYvIZsUGM/la0piUAxBJp3tzRy9pFdWiqiqoqzPr/7N1ngFx3eff97zlnetvZ3qXVqldLtty7jS1jW9iYGhwgpiQ4JCS+A8FwkyfE6RAwdwIkBBIIYBODwRVww92WLctNvUurXW2v08spz4szM7uj7SutrJWuzxt7zpzyn7OSdveaa35XTZCDHUNjHp9/E1gKykIIIYQ4U4xbUH722Wf5xje+QXl5eWFbdXU1X/va13jqqadOyuKEEEJxelDDNWTeeBC9Y09he6GgXG4XlF0V9fb2wQ4cmkpliZf9R4foHkyycIpxF3nNdSH+/tPn82cfOAuv20Fp0E1/JFW0j2VZvLqzq9BZfLxSGQNFAYem4nUXD+XLF7Nnu6gthBBCnImMozsBcNSvAmD3kUF0w+Lc5VWFfZrrSjjSFSOrj/6+P1xQ1k7CaoUQQggh3nnjFpSdTicez+iPiAcCAclRFkKcVJ6LP4oSrCL19PcwE4MAGH1tKL4wqicIgCNcDaqGOdQJQHWZj90tA8DU85NHqi3349DsfyLLQm76I8XF3NbuGN97eAe/fqVlpi+rSDpr4HFpKIpiR15kRheUB2MylE8IIYQ40fS27SjuAGrFPABiySxAITsZYGFdCMO0aOkaPaRXOpSFEEIIcaYZt6Csqiqx2OgfmGKxmGQoCyFOKsXlxfuu27FSEeI//zKZ3c9h9h8pdCcDKKqG991/gXPF1QDUlPnsUX4KzK8JHtf1y0IeBmNpTNMqbOsasCe9P/vm0UJcxfFIZwzcTruzyePWyGRNjFxudL6QPJPIi6F4hn/53zelu1kIIYQYh6N+Ja61N6Ao9q9GiZT9u47PM1wgzr85ffDo6NiLhBSUhRBCCHGGGbegfOONN/KVr3yFRCJR2JZIJPjKV77Ctddee1IWJ4QQeVpFE75b7kKrmI8V68Nz+Sdxn/Peon0c9StQA2UA1JR5AaivCOBxHd8veGVBN4ZpMRQf7hDuGbQLyrFklpe3dRzX+cHuUM4XlL259eaH/IzMULYsa+wTjGN3ywA7Dw9wsH3s3EchhBDiTOdccjGus95deJxIZ1EUe65BXknATXnIw8GO0YP5uvrtnwlKg+7ZX6wQQgghxClg3ILyxz/+cYLBIBdffDEf/OAHef/738/FF19MKBTis5/97MlcoxBCAKCV1uG94S9xnf0etIomtKrmouf1zn2kXvoJlmlSXeYDZhZ3cazS3EdeR3b5dg8kCfqcLKgN8fhrrUXdyzORzhi4c7+45jucUmkd07QYimVwO+2u5XyRearae+MARBPZ41qfEEIIcTrSO/eit+8qesM2kdLxuR0oilK0b3NdiANHRxeUdxzqo67CTzggBWUhhBBCnBkmjLz427/9Wx599FE+9alP8ZnPfIbHH3+cu+66C1Ud9zAhhJhViqKgqGN3HJuD7WR3/A4r1kt9ZQCHprCiqfS4r1kWsn9BHDmYr2cwSVXYy4bzGukeSPLW/t7jukY6a+DJdyjnhvokMwZD8QymZTG/OgBMP/aivc8uKEcSkr8shBBCHCvz5iOkX/xxUfE4kdbxe5yj9l1YF6Ivkip6gzmrG+xtGzohP28IIYQQQswVk34OvL6+nvr6+pOxFiGEOC5quBYAc7CDknlV/MtnLyboHf0L4XSVhewO5f4Rv0D2DCZZVF/COUsrqSjx8PjmI5y9pHLG10hlDII+e+Cpx52PvNDRDTtHuak2xN62IQZiaeoq/FM+r3QoCyGEEGOzjCxG+x6cyy4r2p5I6Xg9o39NWtFkx2q9sbeHq89pAGBv2xBZ3WTVgrLZX7AQQgghxClCWo2FEKcNrawBNAf64dcBCPlcoz6uOhN+jwOXQy10KOuGSV8kRUXYi6aqXLO+kX1tQ3zzvrf4yRN7eHJLK6lM8fDSSDzDf/16Z1GX80h2hrL9T3I+QzmV0RnMFbEX1NrRHYPTGK6nGybdueGBUelQFkIIIYoYHXvByOBoWFm0PR95cayGqgANlQE27egsbNtxqB9NVVjaKB3KQgghhDhzSEFZCHHaUFw+nEsvI7v3JcxY/4k7r6JQGvIUOpT7IiksC6rC9uC/y86q47Kz6ogkMryyo4ufPbWP7z20o5CrbJoW//nIDl7a1snOwwNjXiOdHZmhnIu8SBsMxPIF5SAwvciLroEkRm4N0qEshBBCFNMPvAJOD1r9iqLtduTF2B/kvGhVDQfbI3T224PLdx7qZ3FDSeF7uBBCCCHEmUAKykKI04rrrHeDZZHd/ewJPW9Z0M1A1O4u7hm0u34rw3YUhtul8QfvXsZXbzuP79xxGbdes4S3D/Txy+cOAPDwS4cKheTxCsLpjIHHaf/y6nENR14MRNOoikJFiRev28FgbOqdxh25uIvykFs6lIUQYhY88sgjXH/99Vx77bXcc889o54/ePAgH/3oR3nPe97DJz/5SYaGhgBob2/n1ltv5brrruP2228nHo+f7KWf8Sw9Q/bgFhwL1qM4iofpxVNZfOMUlM9fUY0CvLKjk0g8w5HuWCEKQwghhBDiTCEFZSHEaUUNVuLdeCeus99TtN0yzeM6b1nQTX/ELgb35GIkqkp9Y+571dn1XLGunt++eoQfP76HR146zCVravF7HIWO42OlMsMdyvmP2SZzkRclAReqqhAOuKbVoXy0N44CLG4MS4eyEEKcYF1dXdx9993ce++9PPjgg9x3333s37+/8LxlWdx+++18+tOf5uGHH2b58uX853/+JwB/8zd/w0c+8hEee+wxVq1axXe/+9136mWcwSzc570P14qrRj2TTOn43GPPYCgNulneVMqmHZ3sOGx/Gmql5CcLIYQQ4gwjBWUhxGnHUbMERXVgZdNYepr0ll8R+9FnSL/x8IzPWRryMBhLY5gmPYMpHJpKScA15r6KovCRdy1m2bwwz755lPrKAL9/zRLCQfeYGci6YWKYViFD2eVUURQ78mIwliYcsDunSsc5fjztvXEqwh7KQx5iySymZc3glQshhBjLyy+/zAUXXEA4HMbn87FhwwYee+yxwvM7duzA5/Nx2WX2wLfPfOYz3HrrrWSzWV577TU2bNgAwC233FJ0nDg5FIcb18p3oVU1F23P6iYZ3Ry3QxngwpU19Aym+M2mFvweB/Org7O9XCGEEEKIU8r4PykJIcQcltn5NJnXfgVON1asD7V8Plp544zPVxZyY1kwFMvQPZikMuxBnWDgn0NT+eP3rubhlw7xrvWNuJwapQH3mB3G6awBgDsXdaEoCl6Xg1RaZyCWoabM7oQOB9zsOTJ2BvNY2vvi1JX7CfpcGKZFIqUT8I7dcSWEEGJ6uru7qaysLDyuqqpi69athcdHjhyhoqKCL3/5y+zatYvm5mb+6q/+ioGBAQKBAA6H/W9+ZWUlXV1dJ339ZzIzFSXz5qO4Vl2DGqwoei6RtofqTlRQPntJJT95fA9He+OsX1aFqh7/AGAhhBBCiLlECspCiNOSVtWMlYmj+sJ4brwTR90ywP4IsnF056iJ7pMpC9pdwv2RND2DSSpzA/kmEvA6+ci7lhQehwNu2npio/ZLZ+yCsmfEQB+vWyOZsTOUl88rLRw/GMtgWtaExWwAwzTp7EuwprmcoM8uIkcTGSkoCyHECWKaJsqIf4styyp6rOs6mzdv5qc//SmrV6/mW9/6Fv/0T//EHXfcUbQfMOrxVJSXB2a++ONQWTn3u3GHtrxIfNvjVJ1/Le5jXk/aigJQXRmc8LVeuLqO595s44LVdWPudzrcp5NF7tXUyb2aOrlXUyf3aurkXk2d3Kupmcv3SQrKQojTklbRhP/DX0fxh1HU4X/q9IObSf3u3/Fc9gmcyy6b8vnKgvYAvv5oiu7BJEsbw9NeUzjoZiiewTBNNHU4cSjfoexyDm/z5AbwJdM64aAdrREO2J3GsWSWkG/suI287oEkhmlRV+EfUVDOUls+7WULIYQYQ01NDVu2bCk87unpoaqqqvC4srKS+fPns3r1agBuvPFGPve5z1FWVkY0GsUwDDRNG3XcVPX1xTDNkxtlVFkZpKcnelKvORvibz6NWtZIRC2HY15PW7s9ONHI6BO+1otXVrPjYC/N1f5R+50u9+lkkHs1dXKvpk7u1dTJvZo6uVdTJ/dqak7WfVJVZVYaESRDWQhx2lKDFUXFZADHgnPRapeR2vQzzPjU4yPKQnaHcktXlHTGmFKH8rFKg3ZsRiRePCAvle9Qdg6v1et20NkXByhkKOf/O5Uc5fbeBIBdUPbaxedoIjPtNQshhBjbRRddxKZNm+jv7yeZTPLEE08U8pIB1q1bR39/P7t37wbg6aefZuXKlTidTtavX89vfvMbAB588MGi48TsMoe6MLsP4lx80ZjPTyXyAmBRQwlfu/2iwvdmIYQQQogziRSUhRBnFEVV8Vz+CbAMUi/8CGuKg+q8bgdul8beI4MAVJZOv6Aczg3xOzZHOR954R4ZeeFy0Bex9ysNuov+O1YO87Hac8Xo2nIfIX++oJyd6BAhhBDTUF1dzR133MHHPvYxbr75Zm688UbWrFnDpz/9abZt24bH4+E73/kOX/nKV7jhhht49dVXufPOOwH467/+a37+859z/fXXs2XLFv78z//8nX0xZxCj9zAAWuPqMZ9PpHIFZbd8kFMIIYQQYjzyk5IQ4oyjhqpwn/t+0pvuRd+/adwupZEURaEs6OZwp/2RlJl2KAMMRNMsqB3ensqOnaF87HGFDuXY5J3GHb1xykMePC5HIV5DOpSFEOLE2rhxIxs3biza9v3vf7/w/2eddRb333//qOPq6+v5yU9+MuvrE6NZyQgAijc05vOJlP3mq3+SDmUhhBBCiDOZdCgLIc5IzpXvQq1eRHbPC1PuUi4LujFyeZWVJZ5pX7M0MFxQHilTyFAeLiJ7XMO/yOYLySX5DucpRV7EqavwA+B0qHjdGhHpUBZCCHGGc8xfi+eaP0Fxj50lONXICyGEEEKIM5kUlIUQZyRFVfFe86d4r/8LFEXBMvXCc5aeQW/dWrQNoDRkF5HDAVdR8Xeqgn4XqqKMiqwoZCiTwUwMYllWoUPZ7dLwqDqpF3+Mmo0T9DknjbwwTYuO/gR1Fb7ha/tcozqUj3RFp1xMF0IIIU4HarAS54L1KOrYvwYlUjoOTcXpmP73eSGEEEKIM4UUlIUQZyzVV4KiOjAjPcTv+xLZg6+R2fpb4j/7PMnffhPjyLai/cty0RNVM4i7AFAVhZKAa1SHcT5D2dXxNvGf/jn64Tfw5jqUSwNusvteJrvzaTJvPkppwD1p5EXvUJKsblJX7i9sC/qcRRnKe1sH+eoPX2N3y9QHEwohhBBzXXb/K2T3vzLu8/GULnEXQgghhBCTkIKyEEJoDhSXj9RT3yH9yn2opfV4rv0cjqZ1RbuV5TqUZ5KfnFcadDNw7FC+XOSFlugFILv7Oby5YUDhgAvnwvPtHQ2dcNA9KjLjWK3dMQDqK4c/zhv0FncoH+mys6D3tQ3N+LUIIYQQc01259Nkdz0z7vOJtC5xF0IIIYQQk5CfloQQZzzVX4rvPV8ms/1JHHXL0KoXAdiRF3oGxWVHR+Q7lCtLj6OgHHDT0Z8o2pbOGmiqghLrAcAc6sJTb3/UtjToRnH7UcsaMGO9hAMuWnKDAcfT0hVFVRQaq4Y7lEN+J4c6IoXH7X32GkZuE0IIIU53ViqKWlo/7vPJVBafW35FEkIIIYSYiHQoCyEEoDjduNfdOFxMNnTiP/sC6dcfKuxTXeZDAeorxh7kMxXhwOgO41TGwO3UMCPd9rUj3fg0O9s4HHSTeuU+zIGjmAPthANuIvEMhmmOe43DnVHqKvxF+Y9Bn4tYMlvITO7ojQNwqFNylIUQQpw5rGQUxRsa9/l4SsfncZ7EFQkhhBBCzD1SUBZCiDEomgOtcgH6/k1Yph1JURn28vd/eAFnL6nAyqZIPf/fhSLwVIWDLpJpvZCbDHaGstuVKyi7/YBF0OgHoMzvILv9CVA01EAZYb8TC4jEs2Oe37IsWjqjzK8pLnoHvU4M0ypMr2/vi+PQVCLxDP2RiSM0hBBCiNOBZRpY6RiKJzjuPhJ5IYQQQggxOSkoCyHEOByLL8ZKRjDadhS21ZT5UBTFHuqz+3nSm++f1jlLc7EZgyNylNNZA5/TQvWV4mw+D4Bgxo6/qHFGwTTwXP4JfBu/RDjkHXX8SIOxDNFElqaa4u6roN8FQCSeYSiWJprIcvaSCkBiL4QQQpwZrJQ9Y0Dx2gXldNbgqS2tmObwJ3USKV0iL4QQQgghJjGrBeVHHnmE66+/nmuvvZZ77rln1PPf/va3ufLKK7npppu46aabCvs88MADXHLJJYXtd99992wuUwghxuSYtwbcfrL7Xhr1XHbPCwDoB1/D6G+b8jlLA3ZBeWTsRTpr4HC58X/g73BfdCta3XIqKsJ87n1rWOy3oynUsgYsy6TEowDjF5QPd9rF4fnVxd1XQZ/98d1oIktbbmjfecur0VSFQ51SUBZCCHH6U1QN17qNaFULAdh2oI97n9rHvrZBwP6UTyIlHcpCCCGEEJOZtZ+Wurq6uPvuu/nVr36Fy+Xiwx/+MOeffz6LFi0q7LN9+3a++c1vsm7duqJjt2/fzp133smNN944W8sTQohJKZoT58Lzye55ASuTRHHZ3cFWNgWWiWvtjWQPvIIZ6UIra5jwXJZpou99kXBoKQADIwrCqYyBx6HmrunAd+MXAVgLpF97DhQVNVRN7H8+S3jRFUAlscTYkRctnVEUBRqrjo28sDuUo4ks0bQ91G9edYCGqgCHOyYe8ieEEEKcDhRPAPe57ys8HopnAOgeSLJ0XinprIFpWVJQFkIIIYSYxKx1KL/88stccMEFhMNhfD4fGzZs4LHHHivaZ/v27Xzve99j48aN3HXXXaTTdoFl27ZtPPDAA2zcuJHPf/7zDA0NzdYyhRBiQs4ll6BWzMcyhgu4itOD/71/jevcW/B/6Gs4m86Z9Dx6y5uknv9vApt/gIbB4DEdyudabxL7yeew9AyWaWJGewEw+9tQS2pQnG4UbwnOeBcAsdTYBeUjXTFqy/24XVrR9uEO5QytXVHcTo2ykIcFtSEOd0YwZTCfEEKI05wZ60fv3Fv4nh5N2AXlroEkYMddABJ5IYQQQggxiVkrKHd3d1NZWVl4XFVVRVdXV+FxPB5n+fLlfOELX+CBBx4gEonw3e9+F4DKykr++I//mIcffpja2lruuuuu2VqmEEJMSKtqxveeL6PmJsJbpo7RdwQARVFRVBUrFSO7/5UJz6MffA00J3Tv48PBzQxEU4Xn0hmDsGW/caY4XGTefJj4/34BS8/gPOt63Od/0F5LuBaGOnFo6rgdyoc7I8yvDozaHvTlO5QzHOmKUlPuQ1UUFtQGSaYNuvoT07wzQgghxNyiH36d5MP/gJWxC8iR3PfS7gH7e2C+oOz3ON+ZBQohhBBCzBGz9va7aZooilJ4bFlW0WO/38/3v//9wuNPfOITfPnLX+aOO+7gO9/5TmH7pz71Ka655pppXbu8fHQx5WSorBx/YrQoJvdq6uReTd1s3qt050EGXvg5gRUX0/3gt6i99at4m1YD0P/cr4m9eD9l85rw1C8edaxl6LS0bSW4+nK0QCnRl9pJZszCerOGSakSwVVWS2VlkNi8ZrpftyhRo7hXn104T3/9AgZbt1Ia0NCt0a93IJJiMJZh5aLKMe+Fz+NAR6GtK8rqRRVUVgY5Z0UtP/zNbnpjWdYskz9rx5K/f1Mn92rq5F5NndwrcSJZqSigoLjt3xWiIyIvABJpu6DslcgLIYQQQogJzdpPSzU1NWzZsqXwuKenh6qqqsLj9vZ2Xn75Zd7//vcDdsHZ4XAQjUb55S9/yR/8wR8Utmta8Ue3J9PXFyua1nwyVFYG6emRHNKpkHs1dXKvpm6275Xe2UNy72skDryJ4i0h6m0klrue1Xw5yltP0/Gzv8O78UtoZfWjjvd+4B8wTQMC5ex7+00y/fHCepMpHZ9rAMO7kp6eKIZWDkDPWy+iaJtxLL4I1VdC1l0BpkGdM07vQGLU6916wI7JKPc7x7wXAY+TlvYheodSlAVc9PRE8ajgdmps3dvN6vnhE3nL5jz5+zd1cq+mTu7V1J2se6WqyjvWjCBOLisZQfEEUFT7Q5qRfOTFYLIwkA8k8kIIIYQQYjKzFnlx0UUXsWnTJvr7+0kmkzzxxBNcdtllhec9Hg9f//rXaW1txbIs7rnnHq655hp8Ph8/+MEPePvttwH46U9/Ou0OZSGEONEc9StwrroWDB3nkotR1OE3uhRPAN8Nfwmag+Sv/xlzsHPU8aovjBqwC8XhgJuL4r8jveVXWJaFns3gNSKoIftNN7WkGhSV7M5nSL96H2TteAw1XAcON5XuNNHk6MiLls78sL2xO/qCfif72uxojbpyv31OVWF+dYDDHZEZ3ZehWJrvP7KDxDiZzkIIIcSpwkpGUbzD3yPzkRfpjEEkkSWe+17mlw5lIYQQQogJzVpBubq6mjvuuIOPfexj3Hzzzdx4442sWbOGT3/602zbto2ysjLuuusubr/9dq677josy+K2225D0zS+9a1v8dWvfpV3v/vd7Nixgy984QuztUwhhJgy93nvx3XOe3GuuW7Uc2pJNd4b/hIsi8Svv4aZsAu3lp4h/ouvkD2wubBvadCN24iR3fMCWd0kSNw+R66grGgO1JJqrMQgaC6UkJ1Hr1bMI3DbvzMUXDhmhnJLV4zqMh/ecTqrgl4XydzHeWsr/IXtC+pCtHTF0A1z2vdk044uNu3oYvuh/mkfK4QQQpxMViqK4hkuKEfjGapLvQB09ScKkRc+yVAWQgghhJjQrL79vnHjRjZu3Fi0bWRu8oYNG9iwYcOo49avX88DDzwwm0sTQohpUxwu3OfcNO7zWmkd3hu+gL7/lUIHlN62HXOgDcXlLewXDrh4Oz2P1fGXSHceoM8MsnntX3N183BUhlq1EHOwA7WsHkWx3/vL/zfgdRIbs0M5wsL6knHXF/TZvyA7NJXKsKewfUFtCN1o5WhPnPk108sr3XawL3ftKOctr57WsUIIIcTJpJbWobjtN1R1wySR1lm3uIKugSTdA0mSucgLr3t6cXtCCCGEEGeaWetQFkKIM5FWPg/3+R9EUVT0jj1kdz0Lbj9a/fLCPqVBNzuyDViKinHodQDcbjeKw1XYx3vFp1C8IdTShqLzp175Xy7r+RnxVLYoKz6ayNAXSdNUExp3bSG/ff76Sj+aOvzPf3Odfcz+o0PTeq3JtM7e1kEADndOPed0rGK4EEIIMds8l/4B7vM+AEA090mfptoQqqLQPZggntLxuLSi75FCCCGEEGI0+WlJCCFmgZVNkXry2xitW3E2nY2iDn8gpDToIWG5OWDUEtn9Cu/ybKN5/71Fx5vJCFYyglZaO+rc4WQbWGbho7kA7b12bEZDlX/U/nlBr92h3HhMxnJ5yEM44OLAMQXljr44d/7HJjr64mOeb3fLAIZpUVPm40hXFMuafBjq3tZBPvf/XuAb973FoRnmNgshhBDTZVkWlp4pPI7E7f8PB9xUlHjoHkiSSGfxSX6yEEIIIcSkpKAshBCzQHF68Fx9O0qwEufyK4qea6oJ8sErFzFYupIQUc73teDXB4pPYJmgOtBqlhRtVsO1qJZOmRonmhj+xXggmgagLOhhPEGf3aF87NA+RVFYVF8yqkN5y54eugeTPPPG0THPt+1gH26XxtXnNBBP6fQMpca9dl5+cODhjgh/+z9b+I+Hts8ou1kIIYSYDis5ROy//5DMzmcACt9DQ34nVWVeugaSJFI6vnHmEAghhBBCiGFSUBZCiFniqF9B4Pe+jla1sGi7qipcd/48rrjlFko+/m/UhD24S2uK9/GFCX7qB2jVi4q2a+E6AGq0QeLJ4Q7lwZj9i3Fp0D3ueoJ+u0O5oXp0TvKi+hJ6h1KFwjTArsP2oL1NOzrJ6sVFX8uy2HqwjxXzSwuRGS1TiL3oGUzidml87faLeNc5DWze1T2qM1oIIYQ40ayU/T1K8dif5InkC8o+F9Vhn92hnNJlIJ8QQgghxBRIQVkIId4hitMDLi9mpAslVDmlY9SwHYFRqUWJJos7lN1ODY9r/EFCSxrC3HDhfNaPMTxvUUMYoFDcTWcM9h8dYl51gHhK5639vUX7t/fG6Y+kWbOwnIbKAJqqcLhz8giL7sEklSVevG4HV55tDyHsj6QnOUoIIYQ4PlYyX1C23wSNxO0M5aDPRVWpl2Rap2sgIR3KQgghhBBTIAVlIYR4B+l7XwLTKMpYnojiCWC5/FSpEWKJ4eF2g7E04aAbRVHGPdbl1Hjf5QvxjvHL8rzqAE6HWoi92Nc2iG5Y3HLZQkqDbl7Y2l60/7aDdvfy6uZynA6V+ko/R6bYoVxV6gWgLGTHc/RHJ4/KEEIIIY6HlbTf9FS89qd0ookMDk3B69YK35cGYxnJUBZCCCGEmAIpKAshxDtIa1iFWtGEc8nFUz7G+Z7/j/sT5xFLDheUB2JpSgOuGa/DoaksqAkWCso7Dw/g0BSWzgtz8epadhzspz8yXPjddrCP+kp/oSjcVBPkcOfEg/lMy6JnMEVV2P7F3e3U8Hsc9M3RDuWBaJqHXzyEaU4+jFAIIcQ7qxB54bU7lKOJLEGfC0VRCgVlQArKQgghhBBTIAVlIYR4B6n+Uvy3fLUQZTEVntIqVM1RVFAejNodysdjYUMJLZ1RMlmDHYf7WVRfgtupccnqGizgpe2dACRSWfa2DrK6ubxw7PyaEPGUTt8Eg/kGo2l0w6RyxC/u5SFPUaF6LnltVxcPvniI1u7YO70UIYQQk7D0DKgOFPdwhnIoN6y2osRL/gM+EnkhhBBCCDE5KSgLIcQcY7Rt44+DT5KIxwF7QN5gLEM4cHwF5cX1YQzTYuuBPlq7Y6xoKgOgqtTHsnlhXni7nZ88voe//PdNGKbF2YuHc5+bauyPEB+eIPaieyBpny88XFAuC3nmbIZyb6543tYjBWUhhDjVudfeQOCT/4mi2L/+RBOZwrBap0OlPPeJGxnKJ4QQQggxOSkoCyHEHGNlUixUj6LG7EF5sWQW3TApPc6C8sJ6+2PAj758GKBQUAa4dE0dvUMpXtzWwZqF5XzxI+tY1FBSeL6h0o+mKrR0jV9Q7hm0C8ojO5RLQ+4526Hcl1v38XYodw8m2ds6eAJWJIQQYiL5YjLYQ/nyHcoA1bnvTX6JvBBCCCGEmJT8xCSEEHOMWlINgCtlF5QHYxmA4468CPpcVJf5ONIdw+d2FLqOAc5fWU3Q76S5NjRm95bToVFX4Z+4Q3kwiaoolIeG11ke8pBI66QyOh7X3PqWlO9QPjqDDuV0xuCZN4/y2u4uDnXY9+xrt19IRYl3kiOFEELMRPKZ/0Rx+/FcdCuWZdkdyr7h72dVpT52HB6QyAshhBBCiCmQDmUhhJhj8gVlX6YPsIfDAcfdoQywKNelvHx+KaqqDF9TUVi1oHzCjwLPrwnSMsFgvp7BJOUlbjR1+FtPWa4IPhdjL/IF5dae+LSPfXlHJz9/Zj+mCVef0wDAwfbICV2fEEKIYWb3QazEIADprEFGN4s6lPOD+WQonxBCCCHE5KSgLIQQc4zi9JDUAoT0AQAGY3YxNhxwTXTYlCyqt2MsVjSVTvvYppogsWS2EAVxrO6BZFF+MtgZygD90bkVe5FIZUmmdUqDbiLxDJF4ZlrHR3P7f+Xj5/ChqxbhdKhSUBZCiFlkpqIoHvuTN5GEPdQ2OKKgvLCuBIemUBmWT4oIIYQQQkxGCspCCDEHJd3lhK1BTNNiMNehXHICOpTXLa7k3GVVnLOsatrH1pb7AejJDd87Vs9gkspSX9G2stDUO5StVAxLPzU6mfPdyWsXVQDTH8wXS2XxujU0VcWhqcyvCUpBWQghZoll6pCOFwrK+Tf1Qv7hT90saijhO3dcXnijUwghhBBCjE8KykIIMQcdbXw3P09cQCKtMxhLE/A6cTqO/5/0kN/F7TevKvoY8FTlsyijyeyo5+KpLPGUXtShrHfuw/vctyhTY1MazJd5+zfE/udP7cLACJZl0dE3/diJ49GXLygvzhWUpzmYL5HS8bmHCxnNtSFauqLohnniFimEEAKw35AEULx2rFMkYReUg8d8rzsR30eFEEIIIc4E8lOTEELMQUpFEx1GKdFEhoFomtLjHMh3IuR/MY8mRheUewbtruWRHyXOvP4gZucebgjunFKHstHbAkaG1PM/LNr++p4evvL9V+nsTxzP8qcl36G8oDZEyO+idZodyvFkFr93OKezuS5EVjdpnWZh+nikswZHusYfoiiEEKcLK2X/W6d4cx3Kue9TM3nzVAghhBBCSEFZCCHmpLASY6P3dZI9bQzGMsdVUDYTQ1iGPvmOkwjkCqTRxOg84e5cDEZ+6BGA97o70BpXs07bS2qwZ8JzW5ZFtvsQANlDr2OZw528e1sHsZh+l/Dx6B1K4XZq+D0OGiv9tE1zMF88reMfMeCwuc7umhsZe9HRF+cXz+wfd8jh8XritVb+7sdbSGeMWTm/EEKcKtRQNb73/S2O+pUAhdz7/CdrhBBCCCHE9EhBWQgh5iC/0+Jd3h0YPYcYiKWnPJDP0kcXe9Mv30Pil3+FlU2Tfu2XY+4zFZqq4vc4xoy8GO5Q9pDZ8TuM/lYUzYHn4o+hYLE0/trE6471oWYT7M9WoWRTmH1HCs8d6rCLsF0DJ7NDOUlFiQdFUWioCtDeG8cwpx5XEU9m8XuGO5TLQx5CfldRQflXzx/kt68eYTA2s6/HZA53RNANa84NRBRCiOlSHC608kYUt531H0lk8Lg0XE7tHV6ZEEIIIcTcJAVlIYSYg3zlNZiWgjnURTSeIRxwj8oWPpaVjhP/2edJHHizsM1MRtAPv47WsBr96A4ybz5K4tF/wsrOrMgY8LnGjLzoHkgS8jlxRo6SfumnZLc/BYAaquRocDWrrD2Y2fFjL4zeFgCeS62wH3fsAkA3TFq67M7kzr6TV1DuG0pRXmIPbmqoDJDVzUIX9lQkUjq+ER3KiqKwsC7EwVxxfCCa5s29vbl9R9/PEyEfr9EfPTUGHQohxGzJ7Pgd6TceKjyOJrISdyGEEEIIcRykoCyEEHNQIOCl3/RjDXZiAfOMw8R+9Fmy+14eta+VSWDpaXC6wbLoe+pHWKYdc5Dd8yKYBs7lV+BsOhvPVX+E2X0Q/dCWGa0r6HMSGyPyomcwSWWpF71tG2DhOu/9hee6523gHwffQzyrjHteK5ti0PKzK1tHHyXo7bsBaOuJoRsmigKdJ7VDOUXFiIKyvZapxV5YlkU8VZyhDHbsRVd/gngqy3NvHcXMRV0k0scfR3KsREov5EAPTCG/Wggh5jL9wKsYbTsKjyPxDEG/xF0IIYQQQsyUFJSFEGIOcjs1eswSXKleQkqC5kO/BD1NevMviiIrzMFOEg/+Lannf4SiOnBf+nGyvW1k976IZZlkdz+LVrMErbQOAMfC81C8IfTWbZOuwUwMknzqu8Qf+BsyO57CMnSCXue4kRdVYS9m1wGUkhpUT7DwXLCikojloz+SHjcvOF67nr8eeB+hkJ/dqSqMrgNYlsmhDnvQ0oqmMrr6izuEE6ksT7zWimkeXwZxa3eMf71/ayFrOJHSSaR1KkrsPOi6Ch+qokx5oF4ma6IbFgFPcTGjudbOUd7XNsRzb7UXcrHjqRNfUG4bMURQIi+EEKczy7Iw+lpRyxoL26KJjHQoCyGEEEIcBykoCyHEHKQoCkNqmJAxwK2Bl1DNDN4bv4hv45dQHPYvyfqRrcQf/BusVAznsssBcDSdg7t+KZktD2C0vI0V6ca5/IoR51XRGlejt20vGnw3kpWLplBcPozew2AapF/6KfGff4nl1v5RkRdZ3aQ/kqayxIPRfQCtamHR82UhD/VaH6Hf3olxdAdjaWnrA+Cqsxv4bXItB87/Eoqicqg9QtDnZGVTGbFkltiIYvbL2zv539/tY0/r4JTv61ief7udt/b3sv2QvYa+iF2AzUdeOB0a1WXeKQ8FjOciLHye4g7lptoQCvDA8wcZime47rx5wOxEXuSL3w5NYUAiL4QQpzEr1gvZJGr5yIJyVgbyCSGEEEIcBykoCyHEHHXAuZQWvYJlzg4454M46pajhqqwsiliP/sCyce+iRqsxPfev8ZRtwywC9HlV38MKzFIZtczOJrOwbFgfdF5HQ2rwbKwoj2jrmkmI8T/9wtkdj+H4nAR+PDX8N3yN3iv+z8oLi/n9z9Mebq9ENcA9gA7C6j3pbGSEbTq0QXlqOnFkY1jDnaMvmZikAUvfIVz3Qe49Kw6EoqPfR12N/KhjggLakPUlPkA6Oofjr3ID+vb1zY4/Zs7wvaDdiH57QN9hdcDFCIvABqrAkVdvxPJdxz7j+lQ9rod1FX4ae2OUVHi4bwV1YDdEX2itfXE8Hvs6/VL5IUQ4jRm9LUCoJU1AGBaVq6gLB3KQgghhBAz5Zh8FyGEEKeiqL+R7/a+i7PdR/jMmqsL2/VDr2NFe3A0n4fn8k+iON1Fx3kal+FcdgVaVTPOZZeNOq9jwXoCzeeiqNqo59Iv34uVTqBVLypsUxQFx7w1aFXN7HnsPmKDLpJpvVAw7Rm0O3pLK8rxXPMnaJULis4Z9DlJqD501YVzsHPUNc3ew6iYqMEKAl4nTTVBqg79mpjppb13Eecuq6K6zI6f6OxPsLC+BKAQh7HvODqUuwcSdA0kcTpUth3ow7KsQvZw+YiCckNlgM27ukmmdbzuib+15juO/Z7R+y2oC3G0N86V6+oLz89GQbm1O0ZjVQCPy0HP0NSHCQohxFxj9rcCCmquoJxI6ZiWJZEXQgghhBDHQQrKQggxRwW8TixUDruXoqnDHzhxLrkYrWYxSrASRRl70J3nsj8Y97yKZn9rsAy98P8A+pG30A+8guuc96KV1o8+zhNgYNEN9OzeSTSRLRSU+3MREWVlJThD1aOOUxWF0qCHIbUM99DogrLR02KvuboJgEUNJaR3xDFadgHNLKgLURn2oioKXbnBfImUTmd/AoemsL89gmGaRfdoPMfut+1gPwAbzpvHoy8f5khXjL6hFC6nStA73GFcneuQ7htK0VAVmPAasWSuQ9k7+uPWaxeW0XroCJesqcWhqbhd2gnPUDZNi7aeGJedVYdpWuw9zkgQIYQ4lTkXXoAZqOaZbb0sqA3hctpvlspQPiGEEEKImZPICyGEmKMCuYJkOOAe9Zwaqhq3mDwV2X0vE/ufP8ZM2V2+ViZJ6oUfo5bW41p7w7jHhZUo57oOEI0Pxyj0R1OoioJv/5PorVvHPK485KHXKhkz8iLVeZAuI0RDXSUAi+rD7M7UoOopNni3sqA2hENTqQh76MwN5mvptOMuzl9RTTpjTGlg3vZDffzJt16goy9e2LbtYB9VYS9Xn2N3tm090EvfUIqKEm/R/S3NfQ36p5BHPNyhPLqYcVZZks9XPYdfSeX2cZzwDOWewSSZrEljZYDSoJtEWieVOfFd0EIIcSpQS6p5bqCOnz6xl7/9ny38w09eB5AOZSGEEEKI4yAFZSGEmKMKBeXg6ILy8VJLakDPYLTZQ/JSL9+LlRjEc9ltRV3LxyqN7OX3Ay+RHBjOX+6PpCkPqmTfeBCjfffYxwU9tGcCWIkhLD1T9JzR20KbXkZTTRCwO5Tfzs7n1fRC3u3dinPHowDUlPkKGcqHOiK8y7ON61b4AdjbOjTpa27tjpHOGDz04iEAMlmD3S0DrG4up8TvYkFtkK0H+ugdSlEe8hQdW5r7GgzGJi8o5zuOjx3KZ7/YLOZAO0bnPnsft4NE+sQWe/PF9cbqAGW51yGD+YQQpyNLT5PafD8739rGwroQn7xhOSvml1Jb7qOhcuJPkwghhBBCiPFJQVkIIeaogG/8DuXjpVY2oXiChY5i97m34Ln69qLs5LG4anLP9xwobOuPpFjij4FpoFYtHPO4spCbxyJL8f3Bf6A4hrvGrGwKU8/SZpTTmIuSKPG7qCz18bP4RRzwriLzxkNkD79BdamProEEpmXhPvgcG31vUtH/JhUlnikN5huK2YXszbu6aeuOseNgHxndZFVzGQCrm8s52B6hoz9eNJAPoCTgQmE43mMi8VQWTVXwuIozqrP7N2FGe0B1YHTlCsoe5wmPvDjSHUNRoL7CT1muEC6D+YQQpyOz/yjZtx5FjfVw1TkNXLy6ls/espq///QFhPzSoSyEEEIIMVNSUBZCiDkq36FcOgsdyoqiojWsRN/3MlYqhuovxdl87qTH+euayFgazsGWwrb+aJpmZy8AWlXzmMeVhzykLAeRlFm8DqeHHwc+xb7AuYXcS4DF9SVYKHQv/QCeyz+JY95aasq8VJk9DO3ZwvrYs7S6F6GG6/iU9wn2tw5gWdaEax+MpSnxu/C6HTz44iFe392NQ1NZNq8UgLMWVWABmaw5qqDs0FRCfteUOn3jKR2fx1EUmWHpGdKbfkZ270uolU0YXfuB2Ym8aOuOUVPmw+nQKM11KPdHJy+ECyHEXGP0twIw6Kxk/dLKd3g1QgghhBCnDykoCyHEHBUsZCjPTpeVo2E1AKlN9075GLfbTZtRgT9m/xJvWRYD0TR1dKEEylH9pWMeVxn2omCRffJuMjueKmw3TYPDnTHm15YU7b+4MQxAc30Y59JLUVSVBkc/Xyj5Ndrz3+WoUUrb4g+DZVCbOUx55ihdA8kJ1z4Uy1BV6mXDuY28sbeHp7e0srSxBHeuk3h+TZBQriu8/JiCMtiF/YGpRF4ks6Pyk7N7nsdKRnCtuxGtehFmz2EsPYPP4zjhHcqt3bFCt3c++3lAOpSFEKehZOdhUpaDFauW4HRokx8ghBBCCCGmRArKQggxRzVUBagp87GwrmTynWfAseh8PFd8Gs8lH5/WcZ1qNaF0J5aRJZrMktVNyjPtaOPEXQAsqA0CCspQR6E7FyD68D9zg/IcTbXBov0vXFnDH9+8ioV1ocK28nkLuS9+AUeczXw/ehVNjRU45q/D0pyc4zrEvtbBCdc9GM9QEnBzzbmN+D0OookMq5vLC8+rilJ4XFHiHXV8adA9pQ7lRCqLf0R+smXoZN7+LWr1IrTaZWjVi8HUMXtb8LmdM8pQtvQMxkD7mNfui6QKBWWnQyXkc05pmKAQQsw1kbaDdOilXL6u/p1eihBCCCHEaUUKykIIMUeFA27+4Q8voLrMNyvnV1QHziUXozinF6nR5l7Idtda0DO5zleLvkU34lxx1bjH+DxO6ir99FolmIOdAFjZNErPARKWm/k1xQVlp0Nl/bKqotiIcImPLcYy/l/PJUTwMb86iOL04Jy/jnXuI+xr7Z9w3UOxNOFc5MX1F8xHUWD1wvKifS5ZU0tdhZ/a8uF7blkW6TceosETn1Knbyyl4/cOdyjrBzdjxfpwr9uIoig4apfiuewTKCXV+D0O0hkD3TAnOONo+qEtJH7xZaxUrGh7YSBf1fAwqtKQRyIvhBCnHcMwccc7SPqqqS6dne+TQgghhBBnKikoCyGEOKEi/iZ+xwUobj/9kRQqFq6F5+GoWzbhcYvrSziS9GMOdWJZFkbXPhTLoEWpZ351cMJjwe4grir1YZgWdRX+QlSFY9H5+JUUetvOcY9NZXRSGYOSXHzIhvPn8e9fvJracn/RfkvnlfJ3nzofr3u4w9ho20ZmywOsjT7HBcpbpDNG4TnL0DF6Dhedw468GD5eb3kLJVCO1rgGAMUTwLnsMlRvCF9uv+l2KSteu2vd6G0p2t7SlS8oD9/PsqBbIi8mkT20hfTm+9/pZQghpmFPSx8PJ84msPySd3opQgghhBCnHSkoCyGEOKGCPieuRA96+y6Uw6/y+dCvKXNmJj1uYX0J7ZkgZFNYiUH09t2YloKnfikObWrfrmrK7CiKBTXDURiOxjXoqofKdMu4kRRDMXt94VymsKoo1FcGxtx3JMs0Sb/6C5RgJfgruNH7JgO9PYXnUy/8iMQDX8Xoay1sS6R0fCMylD1X/RG+G/6yqNva6DlEesuv8LntonhyujnKpr2/0Xu4aPPre7qpLfcV5W6XBT0SeTGJ1JPfJvPWo5MOdhRCnDoOdcV5Ob2EBWvPeaeXIoQQQghx2pGCshBCiBMq6HNyibWZ5BP/RlPLAyRxEyidPOd5cUMJ3YZdCDaHOkkd2UGLUc6y5popX7smF0WxYETmsqI5iVz1ZR5Jns3ecXKUB3PD9PIF5anS92/C7G/Ffe770JsvQVMssntftl9DfAB974ugOVHDtfY20yKR1gsdypZloagaakl10XmNnsNk3niYkBUBmNZgPkvPkHz8W/b1RnQo9wwm2dc2xEWraoqK12UhN8m0TjLXBa23bSf5xL9hmQYCrEwSFA3X2huL7psQ4tQ2cLSFS0va8TrkjSAhhBBCiBNNCspCCCFOqKDPxcFMBWQSJNQAD6nXomnOSY+rDHvpc9XyeMXH0Cqa0KP97M/WsGpB2ZSvXVdhR1QsrC8uYDc0NeB1O9jb0jPWYQzF7Q7lkhGdu2OxTLMw7M7SM6Q3/Qy1ognHwvMI1c7jsF6Bu20zlmWRef0hUDX8H/gHFK04usKf61BOPfsDks/+YNR1tJpF9nqSdmdzIpWd/MXnmIPtkOukHdmh/MoOO5v6ghXFBfrSoF1Ez3dvp57+Hvrh1zGObJ3yNeeaN/f18POn90++I2B07gPLQPEE0I/uZNOOTu59cu8sr1AIcbwCfTt5v/YUyJtjQgghhBAnnBSUhRBCnFBBr5Pt2UbMikU84rwBbzA8peMURWFeQxWvdXtQXF5+7PsD3vBeQEXYO+Vrn7usii9+ZB3zjslc1lSVPwq/wMrWn4953OAxkRfjyW5/nPQLPypEH1jpGO7zP4iiqISDbl5LN+NNdKIf3Ex2z/M4l1+B4vGTfPo/yB7cTDxXGPZ7HVh6Bv3w6yiqNuo6argenF58EbvDeDodymYuXsOx5GKsSDdWOo5lWby8o4uljWHKSzxF+5eF7Mf5wXyeK/8QgMzuZ6d8zblm0/ZOfvdG25QiLPT2naA60FveJP3ST3h1Zxcvb+88CasUQsxUMq1DKoqpaOD0TH6AEEIIIYSYFikoCyGEOKECPid9ZpD+Cz/H/liAstDUYyQW1ZewNPkWAy/9kr2tQyxfUDWta2uqytJ5pWM+5yytpdlqZaB7dJfyUCyNQ1OGoyjScfRIb9E+lpEls/VxLEO3ow80B94bv4ijfgUAbqfGbmUxBhqp3/07aE5c694DTg9G1wGyO54mkRruUDaO7oRsCseC0fmeiqqiVS/E2X8ImN5QPqO/DTQX7vW34Hv/34LTy+HOKF39CS5cNTo+pNChnBvM52hcjWvtjRitWzHjA1O+7lzSM5giq5ukMpN3Lhrtu9GqF+KYtxZzsIP4QC+JtI5hmidhpUKImWjtjhFQ05iuoETVCCGEEELMAikoCyGEOKGCPjs2IhLPMBhLFzpgp2JRQwkLHV04djzCTa6XpxV3MRn/ysvQFIvet54d9dxgLEO5X0VRFKx0nNj/fJYj374dvX1XYR993yasxCDuc28BQFFUHHXLi87jCYZ4IngLgdv+A/8H/wHVV4KiqDiXXY7RsZt0nx2X4fc40Q+/Dk4vWt2KMderVS9GGWonoCSnF3nR34paVo8aKEcra0RRVV7e3olDU1m/tHLU/vmCcn80TXbvi2T3b8K57DKwLHuNp6GewSQA0cTkwyK9V9+O+4LfQ6u3v9blcbvIP52ucSHEydXSFSWgpNB8ocl3FkIIIYQQ0yYFZSGEECdU0GfnAx/tjWOYFmXBqXcoz68OEsXOQc4qTpaN0208Ew0LF3HEqMBzdHPRdssyWdj/PJ913o+ViqG4/bgvuhVHuIrUc/+FlUliWSaZrb9FLZ+HVr9y3GuUBj3sSlehOD2ogfLCdufSS0BRcR3ZBIDfraAffhPH/LWFfOVjOReej/vSj2Oo7mkVL9VQFY7GNQBk3v4NyTceYfOuLtYursDnGZ1l7dBUQn4XA9EU6TceIbtvE2qoCt8H/h7niqunfN1TxauvbuOh/31w3OfjqWyh4zuSmLxQr5ZUo1U2oZbPw3L5WejosM+TnHqRXwhxch3pilLiSOPwS0FZCCGEEGI2SEFZCCHECRX02h3KLZ1RAEqn0aHsdKg4AmEA9JJ5uF2j84VnSlUVjgbXEM72YPTa2cRmYojkb7/JuelX6HU2QG54oGvVNVRt/FOsaB/pV+5Db3kLc7AD11nXT/jx6dKgqzDcDqCjL86PH9+D6Q7hmHcWpR2v0qD14csOYFnGmHEXhfWGa3AtvwKnx1OIypgKz6V/gLl6Iy+83U7bzq30vfkM0USWC1dWj3tMWdCNPtCJFenCMc8uRmul9XbHtjG3OnEXvP1troo8iJFOjfl8vjsZIBqfuEM5s/Ux0lseAOyO9ER4IUscnYBFPDm37osQZ5IjXTF6vU04Gla/00sRQgghhDgtSUFZCCHECeV1a2iqQkuXXVCeTocyQGz+5fwodinexeef8LVpzefRbQSJ9vWQ3fMC8V98GaNjNw+kL2JbzU0ozuG1ehqX4VxzHdndz2K070JrWIWj+dwJz18a9BCJZ9ANO1/36TeO8uybR2npjOJaewNJZxiXouOvbiTw0X/DMX/thOczU1He636ZQOTQlF6flY5jZZI89uoRfvjb3Wzu8hDU+1nd6GN1czlG90HSr/4c65j839Kgm4r4PoBCdzNA8ol/JfXMf07p2qeCRErHi13Qj8ViY+7TMzhcaI5MEnmR3fMCRveBwuOjwdW8kl6EikVMOpSFOCVldZP23jhd89+Na82Gd3o5QgghhBCnJSkoCyGEOKEURSHgc9I9YHeCTidDGWDVwiq26s2sXTI67/d4LWqu5++HbubQAKSe+y+00npcN32VZ+OLCI9R+Havfy/O1Rtwnf0efNd/HkWduGM6n0c8GLOLmtsP9gFwsCOCVr2I5+s/yVGlDoemomgOFHXsuIs8xeFmBQdojr85pdeX3f0csR/dzsHDHTTVBLn5pstRFfjTq0rRzAyJB+8i8/Zv0A8Wx36UhTw06odRw7WooeFBiEqgHP3w61iZ5LGXOiXt338EgAcT5zCkj/1GxsgO5YkiL8zEEObAUbQROdl7rPk8njoLE5X4NHKtxfjiqey0MsKFyDNNa8zt7b1xLNNgYSiNpU+eky6EEEIIIaZPCspCCCFOuHzshcup4vdMXDQ91rL5pXz7jsuoLfef8HU1VgXwuZ28PeDHe+MX8W68k6jDzjouCYwuQCoOF54Lfw/VE5zS+fMF5YFomu6BBF25ovqh9ghgF8/83qnfD8Xh4oB7OQv0/ZjJyKT7G32t4Ctld2eGFU1luKoXAGD2Hia9+X4AHAvW42hYVXRcfVijWe0kWVE8ZNDRdA6YBvrRnUXb05vvJ7vnBSyruNP5ndaz315nvxEgc2Rr0XOWnsFMDNEzmCTgdeJ1OyaMvDByAxlHDl7sHkiyvCTBSmfrcXcoG137yR5T2D8T/eCRnfz3b3a/08sQc8zjm4/w2W89z66WgVHPtXRFCasJFm35Gvr+V96B1QkhhBBCnP6koCyEEOKEyw/mKwt6JswcHo/beeKyk0dSVYUljWF2twziqFuOoqgM5oqK4YDruM8/sqC87WA/AA2VAQ7mCsqJlI5/jMF4EzkcWIcDE33fS5Pua/a3kfDWYJgWy+aHUX1hFF+YzPYnye54CufKd+G95k9QPIGi485ZVssP41eyKbW4aLtWswicHozW4eKspafJbHuc7KEtJH71VfSOPdN6PbOprTtKh1XBQmcXlW/9N5Y+nGedeuFHxH/6Z8T7e6gMewn5nONGXlh6hsyOp8DlQ62YX9jeNZDkXf5dfCzwAtlI33GtNfHQ35F66runXFH+ZOuLpBmIjp13LcSxLMvil88d4L6n96PrJj/8zS7SGaNonyNdUcpc9t9txStD+YQQQgghZoMUlIUQQpxwhYJyaHr5ySfDsnlhugeT9A3ZRayhXDxFif/411pcUO6jKuzlgpXVdA8miSYyxJPZaXds68EaDhtVZHY9i5VJFLZbpk5q08+I3fsX6G07sAwdc7CdTrMUTVVYXB8GwHPFp1BLalCCFbjPez8A2d3Pk3j0n7EsE3Owg4DPibd5HU/szZLVhwuciurAUb8SvXUblmV/vNxo3wVGFufSS7EySVLP/gBzmpEY+Y+hW+k4yWf/64REavRHUjzXX83ulZ9ld7YO1TIwuobzj12rrgFgffR3VIY9BP0uouNEXhjdBzF7DuO55KOFmBPDNOkdTNJecyUqsLTj0cI9mQnnsssBMAc7ZnyOucTSM0UF/rxURiednbtF9UceeYTrr7+ea6+9lnvuuWfU89/+9re58soruemmm7jpppsK+zzwwANccsklhe133333yV76nGNaFj9+fA+/3tTCFWvr+D8fWkvvUIoHXjhYtN+RrhhNpfb/K96pfbpECCGEEEJMjxSUhRBCnHD5yIuy4PTyk0+GlQvKANh+yO4wHYyduA5ln9uBy6nSPZBk95EBVjeX01xrd8gd6ogQn0GHss/j5MnESqxoH2akGwAzPkDykX8mu+1xMHRSz/wnZl8LmAZ7on6a60K4XXYh1NGwCu+7/wLfTX+F4sx9PVQNo30XmdcfIv7Q35F++V4uO6uOeErnzX09RdfXGleDomDlIjf0I1vB4cYx7yw8V3wKK9pL35M/mnJxNbP7ORIP/W3u5E70Q1tI/ObrWOn4tO7LsXYd7qNESbBuSSWt1GChYIzontYqF+A8930sVw6z0tFCyOcat0PZUbcM/4f/GeeiCwvb+iJpDNMiVF3H88p51CQPoO/fNOP1utZcB4A5oug9lxjdBzHjo+MGxty39zDx++4sxK6MlMoYpDP6iV7eSdHV1cXdd9/Nvffey4MPPsh9993H/v37i/bZvn073/zmN3nooYd46KGHuPXWWwvb77zzzsL2O+644514CXPK9oP9PPdWO+8+fx4f3bCU5fNLuXJdPU++1sqBo0OAnavc2h2jIVdHVqYYVySEEEIIIaZHCspCCCFOuFO5Q7muwk9ZyF2IpBiKp1EUCPqOv6CsKAqlQQ+v7+kmkzVZ1VxGU20QRYGD7RHiqSy+aXYo+9wOtmcbUW/5R7SKJixTJ37/VzD6juC56jP4P/zPeK//Cyw9C4EK3u7zsmxe6ah1qb6SwmPHogtQQlVk3ngIxeXFddb1LG8qpTzk4fm324uOdS69FP/v/QuqrwTLstBb3sLRsBJFc+KoXYrrrHcTfespUk//B1Z28ugC48hWzIEOLMuyM6qv/DRmbwuJX38dKxWb8n2x9DRmbDh2on3/Hu4qvZ/q2C48/gD9jmqMDjubN/HY3WTe/g2R+VfSppeyovtxyjzGqAzlzM5nSG/+BZZloQbKi57rHrC7w6vLfOz2rKNTrSH98r2TZltbqVjhjYA8Mz5A9rA9aNHont2CsmWZpF75X1LP//C44zX0ozsLbxyknv0B8Z9/ieyh1yc8JnvwNRIP/QNWKlIooo+UyhikjoksmCtefvllLrjgAsLhMD6fjw0bNvDYY48V7bN9+3a+973vsXHjRu666y7SabtLe9u2bTzwwANs3LiRz3/+8wwNDb0TL2FO2X90EFVReM8lCwpRSu+/YiGlITf/9etd/HrTYX71/EHSWYMqn/0mhUReCCGEEELMjun9ViuEEEJMwXBB+dTrUFYUhTXN5Wza2YVumAzGMoT8LlR1+lnPYykNuOjqT+DQVJbNK8Xt0qiv8OcKyjp+7/Q6lPMRGUk1gB87J1krn4f74t9HK60HQCufB8CBc++k48hWls8vHe90ACiqhufCj5DZ9rgdiZErnl56Vi0PvnCInsEklWFvYV8AK5PEjPVixfvRzrmpcC7Xee8nUFZK/7P3ojedg3PheRNe2+g7gqPp7EJByNl0Nsq1nyP55L+RePSf8V7356OKuWNJPvXvGEfewn/r3Si+MNmO/eAER0UTJf4jtOp1lHdvxehtwTjyNo7aZfREMvwifiH/x/FbFmf38LtkJaZpoaoKlmWR2fpbFG8IFxZQ/Oehq9+O5agq9eL3uflt9gpuMx/E6NiD2nzuuOtMvfg/YFl4r/mTwjazt4XM5p+jeEuwjNnrzrUsk/QLPyK7+3kA1HAdrjUbZnSu7P5NpJ7+Hp6r/gjnogvxXP4JUpvuJfXkv2Ge/R5c59yMohT3KWS2P0n65XtQqxfhveZPUX0l6O27UZxu1Ir5pF75OVU46M5O/vU+FXV3d1NZWVl4XFVVxdatw3nj8Xic5cuX84UvfIH58+dz55138t3vfpc77riDyspKPvGJT3D22WfzzW9+k7vuuotvfOMb07p+eXlg8p1mQWXlO9P129oTZ0F9iIa6cNH2P/vw2fzjjzbzy+fs6AuXQ2V+fRlEa6isrZhRjv+J8E7dp7lI7tXUyb2aOrlXUyf3aurkXk2d3Kupmcv3SQrKQgghTrh8t29Z8NTrUAZY3VzOs2+1s69tiKFYhnDgxK2zNBfzsbSxpBA7saA2xGu7u8nq5rQzlH25iIx4SqcC0Cqa8N34xTH33X1kAIemsrB+8q48x/y1OOavLdp2yepaHnrxEC9s7eCWy5oL2zPbniC9+RcEPvqv+G7+/1BDVYXnFEUlfNEtpCpWopXWAWBGe1CDlRzLSsexoj2oufzgwlrmnYV3wx0kn/w26U0/Kyq+jkcrb8Q48hbp135F38oPUW12knUGUIIVhPyd7Opr5NzlYTLbnwJFxbH4Inr2xjhiVKBf+3+J9Lqxdu0jlsoS8rkwOvdiRbpxn33TqMIoQPdAErdTo8Tvwu91sKs7SOCT30Bx+7FME7O/FW3EAD8AyzTR23bgXLC+aLs5ZOcm+z/w96MGJI7U2Z8gnsqysK5k3H3GY1km6Rd/THb387jW3ghOD45F50/7PABmpJvUC/+DWr0IR7P9hoFWvQjfxi+RfvHHZN54GCs+gOfyTw5fPxUjvfl+tMbVeK/5UxSHC8vQST37fRSHC61uOfrOp/ls0I2FQla/FKdjbv1YappmUbHSsqyix36/n+9///uFx5/4xCf48pe/zB133MF3vvOdwvZPfepTXHPNNdO+fl9fDNOceY73TFRWBunpiZ7Ua4IdZbGnZYALV9aMun5jmZd//bNLC93ziqLg0FRYfS29vVP/1MOJ9E7dp7lI7tXUyb2aOrlXUyf3aurkXk2d3KupOVn3SVWVWWlEkMgLIYQQJ9zSeWEuWV3LwvrpF8JOhuVN9uC6bQf6GIqlCfuPP+4iLx/zsbp5uOuyuS5U+Fj/dDOU8wXoRGrsAXIj7WoZYHFDCU6HNq1r5JWFPKxuLufFre1FhSq1rAGMLEb7brSqZl7cE+Gr/70Zc0Rucr6YnD38OvH/vbPQFTuS0d9m71thd1R3DSTYtL0TAEfDSnw3/xXuSz4GMOmgPve578O55jr0vS9yeMcOmhw9aFULURSFEr+L7YkK3Bd9BKP1bRzzzkL1ldAzmERTFcLzFhL0uyhREoXYi+ye5+2i6zHF37yugQRVpV4URcHvcRJLZlHcfvvYnU+TeOCrpN/6TdExZu9hyCQAqyj2whzsQnEHUDwBLMvCMsb+2v7q+YN876Edo7bf/+wB/vX+rWMcMeLaPYfJ7n4O19obcZ37PtzrbkT1hbHS8UljOkayTJ3k7/4DFBXvVZ8pdKwDKJoT92WfwLnmOrL7NxVlKluZBFrNYtznfxDF4crt78Bz2W2Ygx1kdz6NvuRqfp1cR1BNkRnsnfKaThU1NTX09Axnjvf09FBVNfxmS3t7O/ffP5wbbVkWDoeDaDTKj370o6Ltmjazv7Nnio6+OKmMQXPd2G+WOTQVp0PD6dDsYrIQQgghhJhV8hOXEEKIEy7oc/GJG5bjdZ+aHYcel4MljWG2HexjMJam5AR2KOejIlYvHFlQHi6sTzfyIp+5nEhPHI0QS2Zp7Y6xbF54Wuc/1oUraxiMZTjQPpzpqtUsASD5xP8j27mXRzcd5kh3jEh89FA7R90KtPrlpJ7/b9KvP1T0nDlg5zOruYiO373exvcf3cmuFrsQqZXWoXpDmIkh4r/6Kmakmxe2tvPtX20rdB+akW5Sz/8IMzGIe91GcPup2XMfVVoUT729zpDfRSyZJb3reaxkBOeyywDoGUxRUeJBVRXqOp/j/4YfJDo4iJVJoh98DefC81CcY/9Z6BpIUl1qf20DXieZrElWt98kcC65GK3xLDKv/bIoB1o/uhOA7J4XyB7cMnwfhjpRwjVYepr4Tz5HZmtx7m5eJJ6hbyhVuE7erpZ+th7oI50dP3tYq2rGd8vf4Dr3fYWuWcs0SDz896Se+69xjztWZsuDmD0H8Vx2G2qwYtTziqLgPvsm/B/8J1T/cNSKGqrCd/3n0coai/Z3NKzCdd77cZ19E/HlN9Nj2B/zywx0TnlNp4qLLrqITZs20d/fTzKZ5IknnuCyyy4rPO/xePj6179Oa2srlmVxzz33cM011+Dz+fjBD37A22+/DcBPf/rTGXUon0kOtNtvgoxXUD5W4tF/JvnsD2ZzSUIIIYQQZzQpKAshhDgjrW4u52hvnEgiSzhw4jqUL1xZzVc+tp7acn9hW32FH7fT7kCc9lC+3P7x1OiCciZr8NxbR3noxUP8z2/tAXTLJslPnszq5nI0VeHNvcMdo4rmAMVe/8GOOD2D9vC9vqHRQ/gUlxfvdX+OY+H5ZF5/ADMxWHjOteJK/B/9V1RfGICBiD2g7N6n9mKYIwfGWVjxfqKbH+Lep/bxxt4eenLXyrz5KNl9L9rXcvtpq72SCgbQXSG06kUAlOQ6ztN9HaA60BpXAxRlQ2vz1uJWdJwHX8Do3At6BueSS8e8J4Zp0juYpKrUB9gFZYBYUi+8Zvf694JlkD342vBxR3egljWi+Msw+44UtptDnaihakzVieL2Y3YfHPO68WQWCwr3G+xu1q7+JKZl0dI59kfkLMuyu17L5xVFMCiqhmPhBRhH3sYYaB/z2KLzmDp62zYcSy7FOUFOtOLyogYrsIwsZqwPveUt9LbthTcBjuVeeyPu9e8llTXpMe0CoT449wrK1dXV3HHHHXzsYx/j5ptv5sYbb2TNmjV8+tOfZtu2bZSVlXHXXXdx++23c91112FZFrfddhuapvGtb32Lr371q7z73e9mx44dfOELX3inX84p7WB7BL/HQXWZb0r7m5FuOM4hlEIIIYQQYnynZuuYEEIIMcvWLCzn58/sBzihHcpOhzaqi05VFZpqguxpHSQw7cgLe//EGAXlnz+zn6ffOArYRc6ljWEW1E6tg288Po+D5U2lvLG3hw9cubBQkPS++w6ye17g8f0qmqpgmBZ9kVRRrIlumMRTOiV+F66zrkc/8CpG6zbUpcOFWtU7vL7+aBqf28HRnjjPvtnO1ec02Pv4wjiXX0F6+1MEjSrSBNnTMkCFFiO79yWcK65E9YXRDZMfHagm4PkMX/n4eYW15gvKA4tvZP4lHy7ENPQOJgtfm0BtE7sydSw8+hLa1e/D/5FvoPjLxrwnfZE0hmkVOpTzXebxZJbSXE64Wj4PtaQG/cAruFZciaVnMLr24VxxNVaku1BQtiwL56preb4FXvnJG3x+/kKM1m2j8ncBokk7CqN7MEldhf0GRTylF7rVD7ZHWNIYHrVes/cwyd98A8+1f4qjdmnRc87lV5B542GyO36HdslHx3y9eYrqwHfzX8EUBwcmf/MvWHoGKxVD8Qbx1a+ceP+MzpDpI2NpWCMiQeaSjRs3snHjxqJtI3OTN2zYwIYNowchrl+/ngceeGDW13e6ONg+xIK6EOoUB+xZqSiKZ+4OuRFCCCGEONVJh7IQQogzUm25j/KQPUDvRGYojydfyJxuh7LHpaEoED8mQzmWzPLitg4uWlXDf37hCv71zy7li7eefULyQ89eXEn3YJKjvfHCNkfDKhLrb+Ptg31csa4egN5jOpQf33yEO7+3iaF4BrV8HoovjNG5DwDL0In/6qtkD2wu7D8QTXH2kkqWzy/lwRcOEksOv8a2ykswLIXb5h0i6HNy4HAXqWe+D4qC66zrAXhpWwc9QxluumxRUTE2lPt6RhLZQjE5nsoST+lUlgwXhZ9Or8Slx8ju34QaKB9V0M3rHkgAUJWPvMh9DUeuV1EUHIsuxOjYixnrR3G48H/gH3Ctuga1fB7mUAeWnrYjItZezxNHSzjUESEdmo+VjGBFizOELcsini8oDwznSXf1Jwr/f3BELMlIRm8LVjqGOkaBXPWGcCw8n+y+lybMqc4efh1j4CiK6kBxesbdbyTnkkswew5hRXtwnXXDuPczL5UxsFDoM4IQm3sZyuLkSKZ1jvbGaZ7im2VWNg16BsV7fG+uCSGEEEKI8UlBWQghxBlJURTW5HKOT2SH8nguXl3LpWtqC0P7pkpRFHxux6gM5efeOkoma3LdefNO+BCqtYsrUIA39/YUbX/u7aNgwYbzGvF7HKMiL450xUhnDJ7a0mqv++b/D/dltwFgDhy1h9TlPoauGyZDsQxlITe/d/ViEmmde5/cy9GeGFnd4MfPd/GGtZyGyFbOr9W5qPOnGF0H8FzxKdRAGVnd5NGXD7OwLsTq5uLCab5DeSg2nPHcm4uNyEdeqIpCp8vOck4//8NxB+MBdPXbhdf8x+39hciL4WO6BxK0Bs/Cu/FOFH/YvkaoCjVYgVoxDywLs/8o2f4O+va8wWDELgwfztq5xEb3gaJrpjIGRm4wYr6gDfZwQIB5VQEOdow9XM/sPQwuH8oYmccArpVXQzZFdu+LYx8fHyD1zPdJv/rzsW/IOByLL0ItrUMN1+FoWjfp/qncn+l/jV5L58rfn9a1xJnjcGcUy2LKQ16tlP33QpUOZSGEEEKIWSMFZSGEEGesS9bU0lQTpLZ8armcx6Ouws9t1y9HU6f/rdfvcRZFXuiGye9eb2NlUykNVYETuUwAwgE3zfUh3tg33DWqGybPv93BWYsqqCjxUl7ioS9SXFDOFzuffqONREpHDZShKAqWZRUiH7SK+YA9cM4CSoNuGqoCXLO+kVd2dvFX/7WZ27/xPG09McovvBm1pIZFlQ7eTtWTueR2nIsuAODFbR30RdLcfGnzqE7YfIfy0IihgT2DdlG4MjzcbRvyuXi45PfxXPVHKNr4USRdAwlcTrVQqM5nKI/sGv/V8wf5f785glazBEVRST79PTK7ns295iYcCy8AVSO28yVcz/0rKhaqovB2nxvcfqzEQNE1i4vVyaL/VxQ4b0U1/ZE0A9H0qPUavS1oFfPH7RDWqppxrt5QGI54rPRr94Np4Lno1nHvyVgUVcN74514b/wiijL5n/NUxh4qmLA8pLJj5y2LM4NlWbSP+ETESPlO/KnG+VhJO1tc8UpBWQghhBBitkiGshBCiDPWgtoQ/98fjD9s7FTh8ziKipev7epmMJbhtuuXz9o1z15cyS+ePUDfUIryEg/Pv91OJJ4pxF2Uhzx0jSh0WpZF10CSxQ0l7Gsb4pk327j+gnkkf/11tJrFdryCw4USqgbs/GSA0qBd4P3QVYu4ZHUtrd0xWrtjuJwqa9csgDV/T11vnP94JUtttp5LANOyeGLzEZrrQqxoGj2E0OXU8Lo1ImMWlL2FbUGfi5ZMKc5F50x4L/a1DdFUHSwUaMfqUO7sSxBP6Qy0HcK9+X8w+1pQw7UAqIFyvFd/BoDsvqdJaEFcHg+L6kvYdSRC4A//FUXVsCyzUIjNn9vt1IojLwaSlIc8hezkg+0RzllaOfx1MHXM/lacK9814WvyXPh7Y263TAP98Js4F12AGqqa8BxjUacRM5DK2G+SLHJ00vjW85jz/gzVf3xDJcXctK9tiH+65w3+cOMKLlhZU/TcwfYI1WW+whs5k1Erm/B/9F+nHNUihBBCCCGmTzqUhRBCiFOcz+MgmetQtiyLx187Ql2Fn1ULxh4idyKsW2IXKd/Y28MDzx/kp0/sZUljmFW5eImKEi99Qyksy+4sjcQzpDMG65dVsWpBGU++1kpWt8Ay0VvexOw7glrWiJLr0M531pblhtopikJDVYALV9XwwasWFTqPFUWhrsJPwOtkzxG7i3f7wX66BpK8a33DuF24Ib+7qEO5oy9ByOfE63aM2MdFJJEZ6/CCWDLLkc4oK5qG77XbqeF0qMSTw1+TfHG9PWJh9rUA4KhfUTjGSscxeg6T7WunSw+xuCHM8qYyugeTDMSyWKZB8pF/Iv3Wr7FMvZCfvKA2SF8khW7YUSHdAwmqSr3Mrw6gqQqtbR2Ysb7h60R7wbIKneAT0dt3k37zkaJtRvcByCTQGtdMevzxSuY6lFUsAtHDmEOds35NcWo62G7HVPzq+YNkdbOw3bIsDrZHppyfDKAoKqo3hOKY/Wx8IYQQQogzlRSUhRBCiFOcz+Mknisobz3Qx5GuGNee2zjp0LPjUVPmo67Czy+e3c8jLx/mktW1/MWH1qLmrlle4iGdNQrryhdUq0t9XH/BfCIJe2ig1ngWZl8rRseeoiLnQC4uo3QKmdKqorB0XpjdRwYBeOr1VsIBF+uXjt9BW+JzFhWUD3VEaDqmKBX0OYlOUlDe3TKABUUFZQC/x0Es1zU+FM+QztrF0cND2vC6KxcU/j/9+kMkHvkH0j2tHE37WTovzLJ5YQB2tQyAnkbxBMls/gWJh/+BRMR+rQvqQhimxeC+N8nseYGu/gTVpT6cDo21lRkuOPgfJB76OyzD/jqoJTUEbvsejqaJu64BjNatZLY8gJkczmI2jmwFRcPRsHLS449XKmPgcWn0mHY0gTnUNevXFKemtp4YDk2hdyjFM2+0Fbb3HdjBnc4fszbYM8HRxbIHXiX51HewTH3ynYUQQgghxIxIQVkIIYQ4xfk9DhKpLDsO9fPvD22npszHBSuqZ/265y2vwjAtfu/qxdx2/TKcjuEfG8pD9sfJ84P5uvrt/OTqMi9L54VZWBfisVePoDasAsB1zntxrb2hcHx/NI3LqeJzTy19a2ljmL5Iiu0H+9h+sJ8r19VPOIwwFHAXIi+SaZ323jjNdccWlF0k0wZZ3S4G90dS7G8bKtpnZ8sAHpdGU21xHmvA6yx0EedfO9iFMf+H/gnvxi+hqMPFZa1iHugZyKboNkIsaQzTUBXA73Gw+8gAisuH99o/xXP1H2P2tdL09r8TVuM015ZwjWcb7uf/jfRz/8VHnY/TELALZfVVIZKGhhUfQD+4uXAtRXNMqTvTsfgiu4P8wPCxzlXX4N3wZyiu2c8VT2V0gj4nESuAoWhSUD6DdXYN8KHq/ayZH+SRlw+TSOkMxTPseua3+NQMC3xj5yuPxeg5hN7yFijapPsKIYQQQoiZkYKyEEIIcYrzeRxEk1n+3/1vUxX28cVbz8blnP1iyQ0Xzudf/vhirhmjG7qixC4o9w7ZncldA0k0VaGixIOiKFx3/jx6h1Js7XWj+MvsyItAeeH4/mia0qBnyl3Wy+bZ2bo//O1uHJrC5WvrJ9y/xO8qdCgf6ohgwaiCcshnZ7JGE3Zh+J4n9/K1n71ZFIOx83A/y+aVjipeB7zOQs5xvju7oTJAa3cMtaQGR+3Sov1HDsDrUqqYVx3IdV6XsrtlsPCcc+F5eK//PM5slD8LPsaCsEncctNbtpboivexyNnF2bvuxhzqorppAX83eBNGoJrM9iexLIvkE/9G6pX/nfDe5GllDahljWT3v8z+tiHe3t+L6ivBMW/24y4AUmkDj8uBy6WRcISxIt0n5bri1KIbJusTz3Ne6iU+tCROPKXzv7/bxz/+9HUyafvvYn7Q5lRYqSiKJzirn+AQQgghhDjTSUFZCCGEOMX53A4sCxqrgvzlR9ZRMo3iyvHQVJXS4NiRFOUlx3QoDySoKPGg5TKS1y2upDzk4cnXj6KW1aMffr2QtwwwEE0V8pOnoq7SzlEeiKY5f3n1pAWmkN9FMq2T1Q0O5PJZj81hDfnsc0QSdmTFjkP96IbJc28eBaB3MEn3QJLlYwz+83uHY0i6+hNoqsLaxeV09ifI5OIvRlLDdaA62Kyuw1m3tHCfls2zO6/zQwMBHLVLebH6I+wy5xOurGCLuZRXSq7ncHg9/zJ0A1aolszWx2iuC2GhcrT8fMyeQxhd+9CP7gAjO+r643EuvhCz+yBPP/c6zz78KJ2P/QBLT0/5+OORyuh4XBpup0ZUK5UO5TNUZ3+Cs5yHAagIOrlgRTUvbusgnsyyusn+O2tlU1M+n5WMokxjOKQQQgghhJg+KSgLIYQQp7izl1Ry7bmNfP7Dawl4ne/0cgA7hsPt0uiN5CMvklSXDcckqKrC1ec0sLd1kL6VH7EjIEZ0DA5E0+MWq8eiKgpLGsMAvGt946T754vuQ/EMh9oj1Jb78HmK710wt08knmX7wX4yukk44OLpN46iGyY7W+whgMfmJ9uvv7hDuTLsZX51EMuCo72jP56vaA4sp5eazBGWNJYUti+bbxerd+eulXfULOdZx6WoqkZV2E/PUIrugSTdVhjfe7+K++LfpyrsJeB1siW7EMeiC7ESQ5BNoZVPPpAvz7HwAkChPraDda5D6C1vMJS0Jj1u64E+3tw79VzbsSQzBl63A7fLwRv+S/Bc88fHdT4xN3W3HCKgpkktvQ7H4ot4/xULuWBFNV+89WwCjtybM5nkxCcZwUpFUbzByXcUQgghhBAzJgVlIYQQ4hRXW+7nw1cvxjvFvOGTQVEUKkIe+oZSWJZF92CCqlJv0T6XnlWLy6ny5LbBoggI07QYjGamVVAGuO78ebzv8mbm10xeLBpZUD7QPjQq7gJGRl5keGNvD36Pg49ft4yheIbXdnWz83A/JQEXdeWj84TzGcqWZdE1kKCmzEdDVQCA1u7YmGuKliwiqCRZOm+447m+wk/Q52T3keKCcjyZLbx5UF3qpWsgQddAkvKQB5dTQ1E1FEVhQW2IA10pvFf9EZh28U2tmHpBWQ2U4Xn3/+HJ6BJWujrYna3nPx7agW6YEx73602HeeCFQ1O+zljyQ/k8To0usxQtXHdc5xNzk966DdOC8LprUBSFspCHP3zPShoqA1ipKADWdArKyQiKRzqUhRBCCCFmkxSUhRBCCDEj5SV2Qbk/kiKTNakuLS68+j1OLl5Vyys7u4pyiYfiGUzLmlbkBcCi+hJuuLBpSvvmIzEOHo0QTWRprisZtU8wF3kxEE3z9v5e1i6qYM3CcmrLfTzxWiu7WgZYMb9szCzWgNeJYVok0wbdA0mqSr1Uhr24nRpt4xSUn/O/m39MfoimEQVxRVFY0hDmwNFI0b6xpF4oKFeWeukZTNLZl6D6mKJ9bbmP7oEkpmWRefNhANTSifOlj5WuWEYl/bjIULvmfPa2DfHQixMXiyPxDIOx44vGGI68UHGmB0m9fA9G35HjOqeYe17MLOeHjlsxtv6a9OsPFj2n+kvRqhfjOuvdUz6f5/JP4lp1zQlepRBCCCGEGEkKykIIIYSYkfISD32RFO25iIfqMu+ofd61vqEolxjsAi5AadAza2vLdyi/uc+OZVg4Roeyx6XhdKhs2d1NIq1z9pJKFEXhmvWNtHRFiSayrBgjPxnsyA+Atp4YWd2kusyHqig0VPrH7VBu6YrSXFcyasBfVZmXvkgKc0TGdCyZwZ+L6Kgq9aIbFke6o1QdU7SvLvOR0U0Go2mUQAVazRIUbXqd7APRNJ8LPQ7AigsuZs3Ccl7fM3GcRSSRJZbMktUn7mSeiN2hbEdeZLM62e1PYnQfnPH5xDsjPUZm+FRZpkFbT5xAdT1GbwtG596i573X/Am+m/4varByyud01K9Aq2ya8ZqEEEIIIcTkpKAshBBCiBmpCHmIp3QOtA0BjOpQBjuuY9WCMp5582ihYDoQtXOXpxt5MR35DuW9rUO4nCr1lf5R+yiKQsjn5Eh3DJdTZeUCOyv5wlU1hYLxWPnJQKF7+GBu4F++c7ixKkBbT6xoACGAZVm09cRpqh1d2K4IeTBMi6HYcBf3yA7l6rA3dw5GdSjnY0a6B5J4r7sD78YvjXtPxjMQTfFcahnJ+nNRXF5qy330R1KjXkNeVjdJpu2BhEPxmXUpm5ZFOhd54XZp9Ga9oDpkMN8c09mf4E/ufp5DHZHJdx5D7Lkfc6vyKA0VflRvCCsxfB7LsrAsi+yeF8hsf3JK57NSMdJv/RpzqHNG6xFCCCGEEFMjBWUhhBBCzEh5id1h/Pa+HhyaQnlo7I7jC1fVMBjL0NJp56H25zuUQ7NXUHZoKn6PA9OyaKoJoalj/8iTj71YvaAcl1MDwO3UeM/FCzhnSeW4RW9/rth7oL24mN5QFSCe0gtd2HkD0TTJtE7TGJ3S+fvYlxtwmNVN0lmDgNcuao/sSq4qO6ZDOVdQ7hpIoCjKmPEck+mPpvlV4jwcl34SgLKQh4xuFoYOHis6Ir5kcEQRfDrSGbur1eNy4HaqpHQLtaQaMqMHGopTV0dvHMO0Cm+sTIdlZDEPvUbE9NJYHUTxlmAlh4afjw8Q++9Pk3ruv8jueX5K5zQj3WQ2/wJzUArKQgghhBCzSQrKQgghhJiRfCF0+4FeKsNeVHXsYubKBWUowPaDfYBdXHVoCsFcUXa2lATsYvBYA/ny8p3M65ZUFG2/5txGPnvL6nGP84/oUHY61EJxvHGcwXz5x/Nrxigo5wrxfUN2QTlfyM13KJcG3Tg0+94e26FcFvTg0BS6B6Y+tOxYA5E0igIlAVfxenIF7mNFE8OF5sHozDqUU/mCslvD43SQzhj43ve3eC77xIzOJ94Zg3H7DYWOvum/EWB07kPVE7yRaaKhKoDiK8FKxbBywyWtVBQMHZyeKQ/ls5J2YVvxTj64UwghhBBCzJwUlIUQQggxIxW5wmMqY4wZd5EX8rmYVxNk+6F+wC4olwbdM+qmnY6Qzy7IjpWfPHJtmqpw1qKKcfcZS77YOxBNUxX2ouZeS0Pl2AXltp5cQXmMyIuyYwq48XxBOdc9raoKlWEvigIVJcUF5fxzXcdTUI6mCQfchS7u4QL32MXiSFGH8kwLynZkRj7yIpUxUMbpIhenrqHc17+jLzHtY82BdgAGXTWU+F0o3hBg2YVkhovDaqh6ygVlMzEIgOILT3s9QgghhBBi6qY3tUUIIYQQIifod+HQVHTDLGT5jmfVgjJ++8oREimdgUhqVgfy5Q13KJeMu8+15zWyqrmsMABvqvIZy0DRa/e6HVSUeEYVlI/2xCkLuQl4nSRjxZ2/XrcDv8cxukN5xDVqynwYhoXTMbroWl3qo3tg+gW9vIFoqijaoyzXbd0/TodyJH78kRfJ9IjIC5eGYVrohjlqYKE4tQ3l/ix09s+goDzUQRon4Qp74J5j/lrU0joUl/3mVL6wrIYqMftbsSxr0jehrIQdmaF4x/87L4QQQgghjp/81C6EEEKIGVEVpRB7UV02focy2AVl07LY1TJAfzRN2SwO5Mtb0lDCsnnhCYf/NVQGOG959bTP7dBUPC47c7nmmNfeWBXgSFe0aFtbT6zQvTyW8pCn0KGcLyj7R0SCfOiqRdx+86oxj60q9dI9kCwMPZyu/lzHeF7A68TlUCeNvPC5HYUO1enKdyh7XRruXHZ1OmvM6FzinZMfJJnPCJ8OMzFEl1FCQ7UdT6EGynHULUdx2J35VjJXUC6pBssEY/I3L6zEIIo7gKJJz4wQQgghxGySgrIQQgghZqwi1816bLbvsRbWl+BxaWw72FeIvJhtV57dwF9+5OxZO38+9uLYYvrSeaV0DSTpHrQ/pq8bJh19Ceor/eOeq7zEM26GMtiD+ebXjJ0LW13qJaObheLedB379VBybxSM26GcyODQVGrKfccReTHcoZwvzOcH9Ym5Yyhu52+DPRhyOgbX3ca3hjYU3mixMknSbzyE0X3QfpyKgqLhaDoH9wUfAiaPyNEaVuE867pprUMIIYQQQkyfFJSFEEIIMWOFDuUJMpTB7uhdPr+ULbu7MUyrkBs8l+U7iI8tpp+1qByArft7ATsOwDAtGifpUO6NpLAsa8yC8kSqcgXtrhnEDiTTOqmMQdkxESRlIQ99kbGLxdF4hpDfSWnAPePIi0KGsls6lOeyoXiGptwbHZ3TzFFu64lhoBV17me2PIDRsQcA17nvI/Dxb6NVNeNa8+5C5/JEnAvOwb32xmmtQwghhBBCTJ8UlIUQQggxY0saw8yvCVIamrzjeFVzOYncx+JPRofybMtnHFcdU0yvLvVRU+bj7QN9ALTl8pQnjLwo8ZDOGCTSOrFkFpdDxZUrtE6mOmwXtPMd0dPRH7WLxsd+PcpD7gk6lLMEfS7CAfcJ6VDOF5RT0qE8p1iWxVAsw+KGMKqiTGswn9F3hMbN/0KTo4e6itzfH6cHNBdmMpeDrCgoLi9WKobe8hZmKjrBGW16+y7MWN+MXo8QQgghhJg6KSgLIYQQYsYuWlXLt79wFeokw7LAzlHOOx0Kyn6vE7dTIxwY3Tl51qJy9hwZIJnWaeuJo6kKNeXjd3GX5zq2+4ZSxJPZovzkyZSFPDg0ZUYdygNRu2h87NejLORhKJ4hq5ujjokkMoR8LsJBF/GUTmYGncX5vF2PS8MtkRdzUjylY5gW5SEPFWEPHdP482cOtBNI9xAIBXE67K+/oigovlBhsF7q+R+R3vIAxmA7yce/hdnbMuE5Lcsk+et/IbvzmZm/KCGEEEIIMSVSUBZCCCHESVEZ9hbyhk/GUL7ZduW6ej545UKUMYrpZy2sQDcsdh4eoK0nRk25D4c2/o9d+eiQvqEUsWSW4DQKyqqqUBm2B/NN10Au1uLYr0e+wJ0vOI8UTWQI+ZyEA/Yxg/Hh2IvtB/vYeqB30uumMgaqouByDA83TEnkxZyS704vCbioLfNNK/LCHOzARMFbUVu0XfGGsJIRAPT2nZhDXSguuwPfykz859tKxcAyUHwl03kZQgghhBBiBqSgLIQQQoiT5qyF5XhcGkH/5Hmop7ql80q58uyGMZ9b1FCC1+3g7QO9HO2JTRh3AcMF3N5Iilhqeh3KYMdsTHcoGgxHXoTH6FAGCoMC8yzLIhLPEvS7hgvK0eHYi/ue2c9DLx6a9LqpjIHHpaEoSiHyYiadzuKdM5R7I6HE76K23E/XQALTtKZ0rN7fTp8RoLayuPireksKBWUrGUHxBlGc+YLyxH++rcQgAIovPI1XIYQQQgghZsLxTi9ACCGEEGeO917azOVr66YUkTGXOTSV1c1lvLm3h3hK54pK/4T7B31OXA7V7lBOZJlXPb2hhVWlXnYe7seyrDE7psczEE0R8rtGdU+X5zKxjx3Ml8oY6IZpR17koj7ynaqZrEFHb4Lyksm7z1MZHY/bLiRLhvLcNFToUHZTU+4jq5v0RVJUhr2THAmZ/qN0GyHqj3mjxbH4Iqx0HEvPQDaF4gkWOpTJjJ3pnScFZSGEEEKIk0c6lIUQQghx0rhdGrXlExdXTxdnLawgnrKzgifrUFYUhbKQh/6IHXkRmHaHspeMbjIYy0y+8wj90fSYedalQbugfexgvkjCPn/Q5yx0Neev2dYTx7Qs4kl91Pme3NLKE6+1Fh6n0gYel93XIBnKc9PIDuWaXJRN5xRylC3LRI11022UUF9R/G+Bs/lcXMuvwMoN4FO8IZhyh7KdvaxK5IUQQgghxKyTgrIQQgghxCxY1VxGvll4soIy2DnKPUMpEil92pEXVaV2Qa97jNiLh188xI9+u3vM4wai6THzrJ0OlZKAi75jCsrReBaAkN+Fz+3A6VALHcotXXYRMJHWR0UfvLy9k2ffPFp4nMroeHOF5HyGcloiL+aUoVgGl9POwK7NDZzsyOUoG6bJG3t7MMzRQx1B4dmmP+G57CqqSou7mc3EEHrLW5ixPntPbxBFVXE0nYMaqpp4QW4fWu1S6VAWQgghhDgJpKAshBBCCDELgj4XC+tL8Lo1ykKTx0CUh9wc7YljwYw6lAG6xhjM98a+Hl7Z0TlmcW8gMnaHsr0ez7gdyiGfC0VRCAdchYLykVxBGeyi8kixRJaewWRhDfkMZbDjQTRVkYLyHDMUzxD2u1EUhaDPhd/joLMvDsBvXjnCt3+1jZe2dY46TlEUDg0o+EsrRkWtGJ17SD7+LRQUvDd+Ea1mCQDea/8U55KLJ1yPs+kcfBu/hOKY+/nsQgghhBCnOikoCyGEEELMkg9dtYiPX7dsSrnG5SEPumEXXIPTLCiXhTw4NGXUYD7LsujqT5LRTY72xIueS2V0Eml93IJyWcgzKkN5ZOQFQDjgLgzla+kcLijHktmi42KpLIZpFYb82QXl4VEebqcmGcpzzFAsTSgwXLytLffT2Z+gvTfOIy/ZgxmfGdGVnpc9sJn1fY8yr2L0nzvFa8dVWHoaR91yVE8w9zgzeeRFJolljdURLYQQQgghTjQpKAshhBBCzJKFdSWct7x6SvuWlwwP4ptu5IWqKlSGvXT3F3coD8Yyhc7fwyMKvmDHXQCUBcceAFgectMfSWFZw/EV0Xi+oGwXEsMBN4OxDLph0tYTpy6XiRsfUVDO6mYhHznfQZ3K6IUOZbBzlKVDeW6xO5SHC8o15T7ae+P88Le7cDs13nNxEy2dUQ51RIqOS7fuYBEt1FaGRp1TzRWUs/tfJf36g1im3emeePSfST75nQnXk/jtN0j+5hvH+7KEEEIIIcQUSEFZCCGEEOIUUB4aLuxON/ICoLrUR+cxHcojh6QdbC8u7OULyhN1KGd0s6jbOJLI4s1lJ0O+oJymoy+BbpismF8KQDw1fMzI47ty60mmizuUPS5NhvLNMYOxDCX+4T87DSUq1/Mcne3dfORdS7j23Hm4nGpRdjZAuq+dbjNE3Ri54orPLjLr+18m8+YjoNhvOiguL1Z2dJzLSFZi0B7iJ4QQQgghZt2sFpQfeeQRrr/+eq699lruueeeUc9/+9vf5sorr+Smm27ipptuKuzT3t7OrbfeynXXXcftt99OPB4fdawQQgghxOlkZIdywOuYYM+x1Vf66exLkNWHP/afLyjXVfhHdYoWCsrj5DvnC9wjB/NFExlCvuFidzjoIpUx2Ns6CMCKpjKguIhcVFAeSGJZlh154R7uUHY5pUN5LslkDZJpnZIRkReLk29zoWc/769p4YKV1fg8Di5YUc2rO7tIjHiDQYl00m2UUD/WoEqnFzQHmAaKJ1iIilFcXsiMX1C2LAsrPigD+YQQQgghTpJZKyh3dXVx9913c++99/Lggw9y3333sX///qJ9tm/fzje/+U0eeughHnroIW699VYA/uZv/oaPfOQjPPbYY6xatYrvfve7s7VMIYQQQohTQmnQTT5qeSYdyo1VAQzTor13+I34rv4ELqfK2UsqONoTL+oC7s8XlAOTFJSHhnOUI/EMwRExB+HcsW8f6MXt1GiusztE48nhoXz5grKSW09WNzEtqyjywiMZynPKUC76pGTEn4VKn/1Gxtr5/kIh+Ip19WR0k5e328P5rEwSZzZKL2EqSkZHrSiKgmPBevv/vcHh7S4v1gQFZdJxMHVUKSgLIYQQQpwUs1ZQfvnll7ngggsIh8P4fD42bNjAY489VrTP9u3b+d73vsfGjRu56667SKfTZLNZXnvtNTZs2ADALbfcMuo4IYQQQojTjaaqlAbdqIqC1z39DuXGKrvjs7U7VtjW2Z+gutRHc20JpmXR0jWcozwQTRPwOnE5tVHnAijLdS73F3UoZwn5RheUd7cM0lgVKBTCx4q8qKvw0zWQKBSOi4bySYbynDIUyxWUR7wZ4b/wQyiBcpzxrsK2ppoQC2qDPPtWO5ZlYQ52AGD6q1DHGVTpveozqFULUTwj4iucExeUzcQQAIqvZMavSQghhBBCTN30f1uZou7ubiorKwuPq6qq2Lp1a+FxPB5n+fLlfOELX2D+/PnceeedfPe73+XWW28lEAjgcNhLq6yspKura9T5J1JePsZH6E6Cysrg5DsJQO7VdMi9mjq5V1Mn92pq5D5NndyrqZvoXtWU+zFMi6qq6WfBlpUHcDk1emPpwjV6hlI015ewflUt/HIrPdE0F+ee6xpIUlXmG3c9FZaFy6mR1M3CPrFUltXl/sLjdG5en26YLGsqo7o6hN/rxEQp7KPs6wVgRXM5v3vtCE6PXXSuqhg+Tyjgpi+SHrUW+XN1ahqK213rIzuUFUXBUb8So7+taN8r1tbzw9/u5p4n93LLhbX8JLuBUM2icc9tmTrmwFEc89cOn9sTRHG4sEwTRR3dD2NlEuD0SOSFEEIIIcRJMmsFZdM0Cx93AzvbbORjv9/P97///cLjT3ziE3z5y1/mIx/5SNF+wKjHk+nri2Ga1uQ7nkCVlUF6eqKT7yjkXk2D3Kupk3s1dXKvpkbu09TJvZq6ye7V/OoAmqLM+H7WV/jZe7ifnp4oumHS1ZfgnCWV6Oks5SE32/b1cPGKag51RNh1uJ8PXrlowmuVh9y0dUbo6YlimhaRWAanQuEYMzMcbVEZctPTE8XvdtAzkCjs09Ft/7e+3IdpwdY93QBk0/rwtS2LRCpbtJaT9edKVZV3rBlhrhrMdSiHcxnKRs8hUs//CM/lt+GpaCra98JVNbR0RXnmjaO8vqeHoXg1H6qpPPaUBekXfgzZFM6F5xe2udfdiHvdjeMe46hZTPC2/8CyTu7P/0IIIYQQZ6pZi7yoqamhp6en8Linp4eqqqrC4/b2du6///7CY8uycDgclJWVEY1GMQxjzOOEEEIIIU5XH7hiEXd88KwZHz+vOkBrdwzLsugZTGJaFjVlXgAW1IY42G4P5vvNKy343A4uX1s34fkqw97C+WLJLBYQGtGV6nU7cOeykOfX2N3Efq+D+IhBfNFkFo9Lo77CD1CI3Tg2QzktGcpzxlA8g6JAMBd/YnTtx+xrQfGOjpxwaCq/f+1SvvLx9VzoO8wF7n001Yzfea74SkBR0eZN/+/BdJtQhBBCCCHEzMxaQfmiiy5i06ZN9Pf3k0wmeeKJJ7jssssKz3s8Hr7+9a/T2tqKZVncc889XHPNNTidTtavX89vfvMbAB588MGi44QQQgghxNgaqwLEUzoD0TSd/QkAqst8ACyoC9E7lGJ/2xBv7OnhyrPrJ81qXr+0iq6BJHtbB4kk7K7UoK94YGA44EZTFepyBWO/x1mUoRxPZgl4nYV1tHTmC8qjM5Slw3RuGIqlCflcqKpdwDW6DqD4y1DcfuL33Ulm6+j5JwtqQ9xQ2cr7G7tYOq90/JM73GCZmAPthU16+y7iv/i/GANHxzwk/fpDJB75p+N7UUIIIYQQYspmraBcXV3NHXfcwcc+9jFuvvlmbrzxRtasWcOnP/1ptm3bRllZGXfddRe333471113HZZlcdtttwHw13/91/z85z/n+uuvZ8uWLfz5n//5bC1TCCGEEOK0kR/Md6QrVigo1+QKuc21di7zf/16J5qm8q71jZOe79zlVXjdDp57q51o3C4ojxzKB1BR4mFedRCHZv9YGfA6C4P4wO5QDnidBLxO/B7HiILycIey26lhmBa6IQXluWAoninKTza6D6BVNds5x3oao7dlzOOsaDfeitqJT561h+/ph98Y3maamANHsVKxMQ8xB45iJgan9RqEEEIIIcTMzVqGMsDGjRvZuHFj0baRuckbNmxgw4YNo46rr6/nJz/5yWwuTQghhBDitNNQaReUW7uj9EVSBH1O/LkhePNrgiiKPYzvinX1RQXB8bidGhetquG5t46ysN6OMwgec9zHr1vKyMZiv8dJPDmcrRxPZgnkupqry3yF2I2ignLu/9NZA6dj1vodxAkyFMtQEnADYCYjWNEetBVXAaCWNWIeM5gPwNIzWPEB1ODEUXaOprPJvPVrHPPWFLYpLju2hUxyzGOsxCCqb3TchhBCCCGEmB3yE7sQQgghxGnC63ZQlcs97uxPFrqTwY6YqKvwoyhw3XmTdyfnXbG2Dt2weHzzEQBCx0ReVJR4qQx7C4/9XgeJtF4YkBxNZAl6cwXl0uH9RsZteJy5grLkKM8JQ/F04Q0Js+cQAGr1QgC08kbMwXYsQy86xoz22vuFxh/IB6BVLST4hz9CGzHcL19QtjKJMY8xE4MovvC0X4cQQgghhJiZWe1QFkIIIYQQJ1djlT2YL5kxWLOwvOi5a9c3MhTPUFXqG+fo0eorAyxqKGF/2xCKAn6vc8L98x3RibROwGvnKeePqR5R4HaP0aGcykpB+VRnmhaReJaSgF1Q1hrX4P+9f7GH6WF3KGMamIMdaOXDb1xYkW77+dAMhm3nC8rZ1KinLMvCkoKyEEIIIcRJJQVlIYQQQojTSGN1gNf39gAUdSgDXHpW3YzOeflZdexvGyLoc6EqyoT7BnLF41gyi8elkUwbIzqU7fW4nVrRedy5DuWMFJRPebFkFtOyCh3KiqKgBCsKz6tldhH52IKyWlKD69z3oYYnyVAeg+Ky/9yM2aGcTYGeQZWCshBCCCHESSORF0IIIYQQp5H8YD4YXVCeqXOXVeH3OEbFXYzF77X7FeLJLPHccL5AoUPZ7jQdmZ888nFKIi9OeYOxNADhgBvLNEk88o9kD7xaeF4N1+L/2L/hXHhe0XFquAb3uo0obv/0L6o58b3vLlzLrhj9nMON/8Nfw7Hk4umfVwghhBBCzIh0KAshhBBCnEZGFpSrT1BB2eXUuPXaJRiGNem++ciLeCpbiLII+Oxu1nyHssdd/CNoYSifFJRPeX1DduxEWciD0fo2RscenEsvLTyvqCqKJzjqOL11G4rbj1bVPO1rKoqCVj5vvCdnFqMhhBBCCCFmTDqUhRBCCCFOI+UhDz63A0WBqhHD8o7XBStquHj15HEF+bzkeFInlsh1KHvsArLX7SDkd43qUM5HXqSyxYPcxKmnayAJQFV0J8knv4Na2oBj/rqifTI7nyHx6D8XbUtvupfMW7+e8XXTbzxMZtezRdssyyL5+LfIvP3bGZ9XCCGEEEJMnxSUhRBCCCFOI4qiMK86QEWJB6fj5P+oNzJDOZaPvMh1KAM01QQpC7qLjhnOUDZP0irFTHUPJrncfwDrue+hVjbhe8+XRsdY6GmM9l2YyQgAlmViRntQQpUzvq5+aAt6y1tF24zWbRhH3gZNPnQphBBCCHEyyU9fQgghhBCnmQ9dtZhk+p3p9vXl4iziqWyhoJ0vMgP84caVHDvXTzKU545Ebyfvc29Bq1+B99rPoTjdo/ZRc/EUZvdB1PlrseKDYOjHFU2huLyQTRYeW6ZJevPPUUJVOJdfOePzCiGEEEKI6ZMOZSGEEEKI08z8miDL5pe+I9dWVQWf22FHXhwzlA/A53HgPSZD2eXMZyhL5MWp7sCQkweq/xTvu+8Ys5gMoNUsBre/MKzPjHQDHF/WsdOLlUkUHur7X8bsb8N97vtQpENZCCGEEOKkkoKyEEIIIYQ4oQJeJ7GUHXnhdmmTRm84NBWHppCWyItTWlY36I+kqCrzoajjF3EVzYm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      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_pooling_adapted.pdf')"
   ]
  }
 ],
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